{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 用SVD来处理图片压缩\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4032, 3024, 3)\n"
     ]
    }
   ],
   "source": [
    "img = cv2.imread(\"../data/jiang.jpg\")\n",
    "# img\n",
    "img_shape = img.shape\n",
    "print(img.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7fadb76d6110>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)\n",
    "# cv2.imshow(\"jiang\",img)\n",
    "# cv2.waitKey(0)\n",
    "# cv2.destroyAllWindows()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "img_temp = img.reshape(img.shape[0],img.shape[1] * img.shape[2])\n",
    "U,sigma,VT = np.linalg.svd(img_temp)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4032, 4032) (4032,) (9072, 9072)\n",
      "[580490.17730909 185073.84324827 117982.8336812  110707.16539061\n",
      "  82122.63068542  73203.11997031  65121.40328757  61784.31220273\n",
      "  59216.15871924  55189.34583777]\n"
     ]
    }
   ],
   "source": [
    "print(U.shape,sigma.shape,VT.shape)\n",
    "print(sigma[:10])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4032, 9072)\n"
     ]
    }
   ],
   "source": [
    "#前几个特征\n",
    "sval_nums = 20\n",
    "img_restructed = (U[:,0:sval_nums].dot(np.diag(sigma[0:sval_nums]))).dot(VT[0:sval_nums,:])\n",
    "print(img_restructed.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4032, 3024, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": "(4032, 3024, 3)"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(img_shape)\n",
    "img_restructed2 = img_restructed.reshape(img_shape[0],img_shape[1],img_shape[2])\n",
    "img_restructed2.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7fac62c76b50>"
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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aazVSgNISpSWmUAjhgAmERxuD9/daEIIUW4Kf79O5PW48EKVBSsfQZaSUDN0tiUBMnqnf03UbHBVKjUQvCC5gVKDIJd2Y2LaZySuK5ohycUxIDlEsycIQY+bu+jW2KKjqinZ/YHRiromGhGTPq+XHtIcFi6OaulmhNFijudvs2bYtKQ9MLGhOLlhdtJxOE8IqylLAVINSxCQYxo6YBClJtCoxqsKonsRICAMxRIYcUWS6viPrgmwtsiqRhSTEDAJiTNiioayPsOWSenmGqRaMuwMhRQY30nYHtNVEIclKo5QlqwBASpHgEyF4hEjzs4+RmCKCWavMORNTQpBBziWEMfpXa0IqiTYGmFnOX2q1MUS8d8QYEFIhZxGOlCJSgvcOciSEgFLqM1nTX+iA08by+N33OWx3pGyoK0tMAu8mbm9uSDGTckQpODo+ARJlVSN1iVKWsm5Q7Z79bksMAoQhBM80dojFgqJsKOsVkxsIfmC/cRwdN0z9nhQ9btgzRU+/96QQGPa3JLch+gKlJGkamKImuGmuXVJEZIWVCosiuJ449MQcCGki9C3bT75PUb1C62OyWOGTZblsMGJBdhIrlxjhsKJGRk0OBcN2TSwqovMM+w65gCmB60eCh3HwCAy+Tbj9ni46hGtxm0+RykOGw+FT9q8G/ARFXLHUhoUqODYlqqopG0uU55ycPUYKw29+63eoak0Igrb/OebmFUokuuTxYmKcHJWCNA7ofoNbv2Y6foe+HfGFQBQNSs4GgnZ/S4gOqyLb9RvOzs9JIpBl5uThBUXTkESAQlKtLCklTJD80gjlXU/wHj+NpAwxjnP6ahrKSiOYWUlyIOZIszrDaEtRlggJRaXox5HCNiBBJ4G1mhQjLkUiDhcghlkGEMpQlBU+OYTM6FKzOjv6bNb0Z/Iu/4xgzPd458n7rG/O2W8+IkVP0zSUZ2copVnfrbl885KcHO89ew8/DbgYefXiJbdX13jn6Hae7e0lr198CkisUSybBYvjc5p6wfk7X2F9+woh3kHI2fGgVCbGEavh+vaSrlVM/YBRgnbYIb0hpgxxRNozVFFy+mjJYrVAqZLVccPjs5oUNqy3K2LOOO/Ybi8x7oBRhqIo2R0CUpSIrJi6wDQBcUX0E0fH7zFuW/zkaUpDToHYb3C7HcY7gpT4qSfHRL8eWCxOEF6ze5GYmoKxghQFVTWnTUnUbG4cVXlEyg3N4oKmGSj0GidbXNsSDht6BCTBeHtNddZwcnzB0jR0wpJtjamPaKc9KTqsFGQtKbSiqkuOz86RdsD7A4FE8j3R75HJQfAU1lA1JYvjE1AjURyIRMbpgDCCkCL7fkAwZx9aG8gJnyQuZJAWpTSVqQjBIRC4e3LFlA3TOKC0JiBQUqGKEsiMIZGkpQ8ZpTVDEAwxEJyfibE8O4OkLjC1IcaItAXCamKKIDWYfw5OuJzzTOVPI31/IEWPlgYQNMsjYhJM04j3A81yBU3NFCJZKASKw25D366Z98o5dzdJE4uSECI539f8CppFDTKjtUFKcZ+WKEIcIRvAI2VGKgGkWZ9JfqbIs/5VypFzIoWR4TBC2uKGAyFnfJyJmhQipIAQLeMkQVtcSqRxZHSGcUr4GMhCoYsSbQ3aGkASo8e7kUlkhBSkPCFSILoDyWkQhm7v8JPBlZFpctS1YpwcWTVs7wIcT+x2e2JwSCWQKiNFIseB4AaGbgdZ0XU7litDTgklNQqNUYZkSgal0cYgNEitkMaiihJpNFIroot4NyGQRD+hkCgxn0RK29nKhrtPXyMpRsp6iVCahEQgyAicn2WeGBKz8U3MGiSCLOS9zQvIAluUc92l9L11C7z3pBRJQ48PgZQ9yhhSmqWKLDTSFLNcoCRKKrSZsyDIeO/nWlLn+9/Br48vdMCllNhst1y/uuHm5kO0lrzz5Bknp2ecGss4TCxPThi7PRcPzjEaDqPj6Xvvc35yxt3lK7TwbO+uubw8htdXTGPHg4tjMoIsBNN0QMrA8qhBaoXzgUzEGE0MCTftIJcoNaermXNySgxTop9a3FSSMQSviWlCComfIsNtjxY7toeJkAE5B68fBwocVeXYbAKqFHgUwU2MsWS99eSkKZslq5MTuoPBFiVKSqYpMXRbgrMoJbFlpCgkRntSmpBKE3yYFxQT/XBACsXgAyFP9EPk5PQYL1aUSzg6k2yuXnHYXuOmA/t2w6FrEbLk9vaKamHQ5RFgEcIisplT16knpsDoBcZaXEyY5ghdVxRJ4ELPNO1RCpIX9/apY5QuWJ0+ol6dsjs4bNWQmf2gRbVASMsUMkrMepkf3azD5YyQBUJKoncIKUBKcspzTSbVTBApj5QSqWbzQQgR79z/dfKlhIqRjCRLDVKjjLon12Zd1liLCR7nPSFEQpw32Zlw+fXxhQ+44dDS7Xd0+x3aKAT53hxsKcuCqnpDGPfAvBMbpWiaitPTE2ScWN8ccbRasVqsWC1HBrOnqgbGvscqhVv2SAFFWeK8p2xWmKJGyExRKaRWlKrCT5GqhmlIhBzJKaBkpLAGVEWzaDh9cIFSmkUd0H5HGBJOFrgQiRnwGTeOhOCIaRaGk5hJj9F7xqAZxkhKGVVKAhCURi2O8W5efIeQqLQgucSi1thCMzKgTYETmmmKCJEphefQ9qAreh+RVjPERNAVkzxGG42s10TVEEXJfgz0ARARJQO7ruPMeVZoIvneLVOQhCVJS8yzxpa9ozvs6fsDzs/62DSNTOOItSUxzgZtc+95VNLeC+EamecUPnqP1BahFMlHUp7dHj7MwZZTQuSEyCC1wRYFMUXc0OOcR+lMiSBmMTtRUiLFiJEFSIXQhqwUKSeULkhxvtZPfrZ5Kyi0IuX5BPbOgZiJM5kyQmmMrT6TNf2FDrgQfoeb9T9i275hjJmzowWrk3OqZoXPmTA5hFQUZUVOmclNDJOnWS4o65rl8QmPnjxls95wu+lox0jftxyXJWVVIqTk+s3HQKDc3eFTQhvLzRuo65Lh0HH56cdYs0SqhugS2i7JMlCKyKvLO4RWWFOwlZnby+cYrSjtiJjWhPGGbujxMaAMSCWYOkdtDcElDp0mSUX0mZQbQspMU89qdYRRCaMyhfAYwNoCr+b7qusGhKBuEmWRWNSCaejQImKEAiGoTMIcFRwfGZpcMPrEoohYRmod5/pv2oLbMewuwe3IrkUoiyostjBoI2cdUWaSjPPJFQ6M05qEQwo5uzOEoC5rRHRkPyBzQkiJtgUxaMZxoMmZdr8FZRn7jhg6rG0oigptNEVhECS0yoBCkPBEpJIIKZFmJlP81BPcMJMmYnaFSBK+b8kx4aY0C9xx7s5IKaHIROexyqBJSCmQ2lCVDVlkjLVIrZFkcvIYrRA+z/VbDCAFYeo/kzX9hQ64GALb9S1315fcXl1BcLTbDdZ2oOb6QpDwfmISoGTCjY4U3OzGKAxKyfuTsKAqC7RWVNETg59paKGwWqJ/udNKiRRzW4ZSEq0lWgukBGtn82uMESklWkWUBaVncVVrgdagDeQAKXlidMToSDmjjcaNLUwCiaQ7CKaUiFmS8bjk2G/WKBJ2VRCTJ5FAl/MJlyX7dj+3V0iBtKB1wvke7zOHbiLFmSL3MRDjiNYLgtD4ZJj8RMoeF+ad3JQVRV1TVBW60yhbkJCgFC5MjNNAHSIIjZQKISXkmc0L3kPKJO85SEmgmE/uGIgp3tdmgRjnViQpJSmCUobE7O7PJLLITM7hQyDE2TCm7ss1cr7/a84ocp6fM0LM9TcJcoQMOcl76WC+HjJS6tnwICU5RBDMksD9CUhKJBJSzpthzhlxX/9prVBKEnPEGEtZlp/Jmv5CB5z3np99+BP2mzXOObS1ICUpZdbra2JKdO2GaRzZ3t1hNGzbHmsk9r7XqVqsePT0GXf7njc3a/rhwKJZslgsSN5zu75DLU8ZhoEEhBjRxiK1pT2MOJcpy5nASDKjlMbIEh09l9e3FNpT1RUxZ4QpKKxGqx4RWkgT4zgQs6eoFMrWLB+9D1hsvWBRJ2qxxBY1UMAEUrYIoZj6HSlukWFDcm72FmYotEfkASFnIsXUxyzPC7a7kqqeiQMhJUenUJWa07MKaSv2hwlvt6ijCybdEF2PU4ZYLnDFEochqgUpCaJYcOg8t7dr7tY91zc12/U17fYNY7+jG3cImclZg20Qi3NKVSNMgbaZZnmET4LV6QMSE9XyhGZ1xm57SaErxkPH/u4aWyxJ04QtLEyBYbNlGCfKeomUgnEY53Yca6mrZu6d0/ZX/Vw5JYToUb+0uoWZZBFC4uM09+Yxa51KKWSG6Ka5701GpDZAIvlAzKCUJEuJzGreOEIku0RKnt14+5ms6S94wDlurq7Yru/wPtA0FS9fPKdtP2Gz/QSAcWgZ2g37zRqyY7s7EIaWk9URq+Njxsljq5rl0Qkn5+cc2i0yZ8izmBr9RPSOHCMhJaTSgMKNjuAjQkpSTvMOmwRZzOypkgKtAkqO5BjwPhBHiEaj9YTEEd3EMKxJyeEnCTlSFhnkCVJGfMgkkSiaAmMXeJHvP8eRZSLG6b7hM92LvpFDe4f3PaoqSUKACbT9RNtq2o7ZeAv0k2C5anC+QJc17WFkc7dFANevf4ISmcP+BdBhbMSWEvIxGYWxS4SGwY3kFAkBsvAgIjEOxNCR80QOjhwDrVQ0S8U49viQEabE1KCrJbo6wtTHM6nSt0hd3rOEszlZ2xJp7XziZSiKORMRIiNiuP99RJLrQM7PMMVEBow2WKPRZq4nU3TknCmrGmt+eSL/shl3tnTlnDE6orQBIfExIvEoQERB9nPbqZZirlw1WCMR4rMZjvCFDrhxHPj+X/4Fh/0OY0tKq/nS02dUVc12fYu1luh79psbXj1/gRCRrp949u4T3nn6hIeP32F5fIqSktPzR3PrTBh5/fxT/NjRtwd269c8vHiGj4GpG1isjsiyxFhLUSbOzhUnp0eU9ZLgB1KIOOcpVGa9u6WpoSg18ZDRRUNVKJQ0TOOBdr8n+gHvDkwuoAtDjpphcpRFi9KGob9i3L1EmiWDyzg/0Z+taGqJn1qGwxvQJZObMFazOWxYqUzGIeqKRmcwEFVmcuMsPaSEqjSqiBzrc2ylMUEhTSAJz6FPGOmRSiG0IgtJzA60JcWMLkrG0KM9jKMnUiGUIIlMkiCMgFwgcrr/PfU0C/Bjy9hPIDTT6EjhHDd1eDciSew3txyfVHTtHUO3myWeFHDjzDZ6NyFEJkwGIcFNA0VVo5SiKO3cmZ3k7Ca5TzeDTyglkEohUeScUCIRvEdIgdIarc2cIWkNOePCLDJkcd/9LeeSIqU0d5wLRV3Y+059j5Jidp18BvhCB1wKkfX1FUPfUS+W9IcDwQfGoafvDkixJMeImyYOh5aqtISYOD1/wMPH73B8csqhf4MgslouqcuSqixIMRAmT0wRrQ0Xj5/gQ8C2HRfvvE/bDmgFhdFYO3J2fkJVLxkOa4qqwU8eJSK9TxhVYIuKMUwEZTBaoISgD57oHTFEYgj3OzPkwhCjo9t3NMslyQcGvyGGS7reE6ZIahvW0iFkwg9bhsOOLGeNyU8902hJwbBKBcqU93WqIeVZplJSYKxGKX0/amD+WU6z77A7TJTas6jN3DUtJd7PtjfvAzHPdVXNgqEfkGIieYdIEZkzVVWSckRYAUKghEJojZQCIWYdMvsJLSOl1VSFpTAaKTIyC3KMWG0obYE1BmUrTk8eMI4HpqHHi4FM5rDbMo0DtigpF0umcSKn+dRTShLDfbdAzNiywRYVKc4bjo8jfnT3J9l4X4NqcoqkuUIHoTFFhTYGY8z8nHOa6+VpYBonnHdYo2cp4jPAFzrgYgy06w3bzR222tHUNW/ef4nSlqo54uzhY7ScH9CrV9foQrMoDWfnFzx8+IjT8ydsf3JEXWiackG//y3url4ydD2bux3jOFBUFb/3t/9VirJk348os+LFJx+jZUCLxOGwZ7moqauCsvkyJxfv4qY5XXzw+Ed4n4lZs9oFeidoCjBywN42iCQIkyD4gpQcdX1MuTrD+RZp0yw9FArvHSGO6DTS377gSC9ZnWiEzHixx9eK5B2x37F7+XM6U2NKi26XlO4ZbQvTVFKSm/gAACAASURBVDG5QMgSWzboUBEHyeZmQNiScXK025ccr1bst2uK0xKkwVpNXZfINCGUJYmESBl8x7AXECyrVU1UgiJPGBzxMIGUiEKTkmDqR1anD2gaS5ZyNvtOE4f9Hd1+S9/29PuOrj2wbDTj6NGmoWiWaFsREozDSLvbMw49q2ONNvNMkpQyIcS5Mz3PJ+EvSRmtNEW1QCmJMpahPwDzHJmiqSnlEmMKnHdIoYn3KWqKGWlKTFmjjUEaM3eDp0wkE0dHVdUMw2xhy4n7RP3Xxxc64HIKiOyYhpZxHHj5/Dk//N732Lc9kUzX7ikLw4ff/xHPP/54NqEqw/Uf/C4gkFLxj0dP1ZQ8eKAZv/wxH3zta/zou99hd3dLEnB6+ohv/MbvU1iJLhtkecHf+zee0jRiblC0ipvrDY113L15yYuPP2YaBsjHfP39Y7bdxOX1HvNqB6ZBpQ7LSETR324Y/QbQTC5hxJLV8oJ+65i6W46sxpSaUQocsDw75u7OYeINMkhUtUAvK4JR5GkkhQrJC1zfcryqkOMA0wlNuUTnLcSJECMFBXpUhN6xbw1Ca7pDj2i36JVie2s59g9I6QztbjmvJty5Yntw7LoDIlimdiSMJ4xdw7HtKYhEIfDKsqhW86LPPT7OaeUw9QjhaQ/9PAAphPk0nsbZuFw0nJ4/oWzO6f0d49AxDj2mqhkiyOaYk2aFkvdkCJFu7OZBTHmeXSOVxU3dTFwZC7bgpDllHlBUzWyz0UQ/Iu87AcI0geshC/w0zrWa1FRGoDNkp8AL9mEiuAljC3IYkFlhdaYuFJJE3dSfyZr+ggdcREtYLmsO3UCYBn7+0x8yTiNZKjY3V1Sl5sMffJcXz59zOByoqpr/9c/+jHff+TY//fH7/PCT1ywaz8XDh7zbfokHD/6Up1/6Etv1fu53w7I6fh+jEspWBFFx9XyiLBLaKlYnp1y/3FHJPX7c8Vv/4t+hbztKa3nv/VNccLy62vEX3/6Ijz78EJUMhYTTuGR3GqktTOOW7d0aieHh6SOiP0cpw6KOqNjhpg0heUorEPINVk0oERi7DpLC9S0xZOrVCSePHvNOdcQ7HzSUpcUlTV1qhsOBYdhhrMe7RHeQFFWDzCXRT+w3V7jDlo9+7OmG59x8ZDGNQeZENwxE/ylTrIgZFqWlWDZs9yNenkDTYAqNsQLDiLsa8UGiNBxuLzm0e771h19BKIk7jFR1TbU8J0SBrZa8fvVDrDVcvfoYPyzZd1e8894HPHn6mPMnz2iHCRkc3nXUqwVCS0iZRWUp6wVSSZrjY/a7luQlbhrx08TJgxpj596/9e013W4N98aIolqgjSWGQGErunbP1I8oMkiQOXJ0doEt59enbOjHHf2+pWoajLacHhX4ZsRoez8R7dfHFzrgSBnf91TGEMyEGw+4seDy5cfYskZlz1QWpJyIKc4MV1Oz2+34iz//c168fM1tOzJsrmi/+33GH2wQ6hXvPnuPw2Hk9uaG5eIhXdeipcDoicm/ousuebnbcHp2Qrt/zvZuQy9ajHT84sMfYeRzKh2o1SdonXHtnsI0/MZv/21qEzns1lTbK+Ig2d0OxHBOvTxQNw/46m/+PotHmXa/42QFKztw9+YjhsOGOHWcHhWkIPBxojQWWy55+O5X0KYkhMzxxbukmCjLuResHyPESBwT067jdv9zTk6OiINl+e4FKlc4P3F+9IjbCap6yb7t8M6hjSWRMUawve2plwtkCnTXV7RvRoYBEld82t9SWg1kvNszHjb3kkBAGoMua977TYdJNdIYgp+YhhFtFMMwYJRC5TwPCkqeMPaonMnBcVhfsTg+4WjRIHKJ0hrvJpxL5BCZug5TlLhhgpQpy4qyrIkxEaaR6zevZ79kSMSs0Vqxbe+wziOVRitLDB6tNKP3KCHQRc3BKUI7Ufl5CpiRmtpaxuBYv/qU/eULhnGgvx+0FO9H7f26+LUCTgjxCdACEQg5598XQpwC/y3wHvAJ8G/lnDdibkL6T4G/D/TAv59z/sv/t/dX2lCfPKJuGp6UGmksm+2ODNzc3jI4z3J5whQUh26k71ra9kC7uWPXHvjm3/pDFudPePzsDF+cUtcL3j99Qnl8QXX0kB//4LvsrjZ8+P3vsVwsOT1Zsd3ekcSCy6sNfe9AXnPYHZCiY1HPtqLzszO0bnn1YsfSHtgdHPtbTxYFsTZc3+zJhcEs3kG0v6CsjxGFo2ku+MZv/0ucuq8RZcG7Txd88Kzm5vIXSBFxXct++4rDes31m1e4riWPew7711R1yXqzY3n6Pt12TVHXvHp5iywsReO53UXqB4Zc7Dl+cIqPgfOnX2NztyMFSZKJQMXgJT5c4w6KNzcHirKmWh7TdoInpyecPjhhGh3Enu7whr6/4lYP1MsFCIEbD4zMzaJVWZOxSFtTSEP2GaNKmuWC+sRiioK+HxkxFCcPMPvtfHqpTEgT3gUKNKcPHhLcyDR0hPtaLXp33ybT4INnd7cFEtXRKTnPoxGUNaiqRuXMOI70wwaZwIuKQjdIY4g+MLmRdtjT79b4aUDbe8OyEPO80JSJY0+Ont12y9B3VGVBiIEUE0Jk+i/QEKG/k3P+q6rgHwP/c875P7n/vwP+GPgPgb8HfO3+zx8C/xn/1BDYfxopZ1RZoMsKHydEdiAyZDg+P8doTVHXWFvw6MkTri9fUhYV3k3cXF/z4Oaa5vgCKRU+glECZSznFw959t57fPrzn3E9fcL3v/2/cXJ6zgdffZ9PP/oO1fGX2bWBvluzXDbsthuUzpAf4tcbUrSoas/2Gr76pMD3E2Pbsjg6wwjJNOzRYqLd3rG5/QWFNbjRE6cRt31DMgO6kBA6/KElDC3N8TmnZx9Qnve8qxRfjYnkHIV0lIsFYWp58fqSuhZ0myuq0vLh937EzdUNSt/w859do4Un95ekw4CfBgo6KuWwFZycXfDs3QvOzs45HPYM/cTlzRWH/Q6RMg/dkkaMiOGW9voO8ki/uUaWNULVJOkZvQcdiUZQLCsaqzBacjh0VFaTs0OEiTQJggikMLLfbJmGFsE55IypLBSGoAKytgSV6GPPfrfGFiVRgXceqfLcyX98RNcd2NzecnxyTFMV2LLCTYGiLsjynv30B7LN2EJDqajKkuOzM0yehwhdXb5iLQOkmvZwYL9fE7yn73pSnBnlxWLBsLui7zvyVHJyckRWmX27n3XAzwD/LFLKPwL+lfuv/yvgf2EOuD8C/us8j83934UQx0KIxznnN3/dG4UYePHqOU+evktRGKqi4qgsmcYJHwLeO9w0Iu49P0dn56SYWJ6ec/7OE3zw2MLMU3lF4jv/5Nu8/7UPOD065ujsAU+fvUd794auDxz2W7r9mt3tS5Q5YX0zUjYVpMQ09tSLmu3dNc3qDFKiVILNbUdbjriQWV+tGdoDex352Q9+gNAbPv1E8OKT7870d6F59n49C6rdG3a3B0pnOI6Ww3YH4TGxa3BS4JJmCrBsliQfGbd7VhfnXDz7OqvjBjdsaBYL5Oolry97Hj/2vNx9nc2bD/kFtyjlccMl5+fv8fBcE12HUIqY5TyVKghEgAerFcuiIqI4Pn2EMg1KFlQnjqnfEtWnXN++ZhGmmW0NEWsgqkQygiAsnoSqalKIdIc1YzsyHRRmdc7pxUPcZGl3DiUGMj1SOxCRkDuyjCATzWrJycUDxqFjcp79dsP/Sd6b/Giznmlev2eM6Z1y+PKbzmj72GWXu4rqblXR0BJINAihFqzY0kJskECsQUJCQiz4A9ggJARIDGLTohYIUQjRjUQJlYsafFyu42Of4Zsyv5zeKcZnZBHp6mooqtptQxs5NpmKjMwI5Rt3xPPcz3X9ru6woxtnNqU1JRfvfQBSzIvxWmGKAhc82c9vpspoitWa4AbGsef16y/5/I96+v09yTvGfo/rWobugC7MvC5qS5SxSCnp2o6puyVMnvPTNf3xQJw01lpWzbyEsf8ZiE1+2oLLwP8ohMjAf/xATX784yLKOV8KIS4ejv2zMOfPgb+v4P406lxqg5LQt0eC06xWKwpjaaqS7d09k3NM3ZbCGE7WDfv9RHccCGMi+55+f8Obz7/Pe+885ovujj/+7ncI0fPVDz6A6BA5Mo0tKQdevf6S043FTXuOx2tismzvtjy5OGHbH6kqyxAKFmaDah5TbFb0r+7wNIyhpWu39LsjVanpjrecXBQUdY1QoLRDmYBzt3SHK4ZRcr/d0t21vPr+DaTAOx98C59/m2xrHj16jFIF00GTXUu1eoRPjj6VqCSJwXO21MQxIpJFqMjg/2f2g+LxO9/m9HRNURf8i//Kv42yJctFQT+M9G1AqwItPC9fXvH2+jWXr77g7vaayY34cYdImX68xyxPMfqKqjmlMAuMMEzjnqEfcH5kUzuUtDifkEKhmxNOFkv6qqUsDD5LtIA4HojTEZJnUS+xtqJpTtBCEkfPob+hv79nEJLFyTlSW+xJSVUsCVOLFZq6LKnrBVor+mFk7I7sjzeEMHF3c02YOvr9DpEf6FoxMI0TRWmpipKmWZJiRomSstmw3d7S9SOiPxLDhDWGol5ibIP3HW3rmMZIUQTc4Binkevrq59JEsdPW3D/ZM75zUNR/ZYQ4o//nGP/Qsw5/P2oc1s1ua4qrNZoafCToz+25Jzx00SKCTcdSaXFFBXL9SlSWUII3N3v8O6WQzvSrE5I2fHb/+vf4f1v/CpFteT8/DGmWvKtX/lV/uA7X/B73/mYdaNgVXByVnB9s+f0ZMHJquDydSaOE8kNtDcvWBlHKBNnZcRkzdS2lErw9GyJlprdasGziw1abnjzmaWpNEVtWDU1K7lnGO74g9/7HVx/jw9Hnn/4LU4Wj7i+ueTk/D0u7wdOTi8QquQ4BOTVG54+XTBNgk4Zgr/hNH+dw+U1N3fnPH7vnPff+xbf/72PGd98yf5kTVHXDG2DsSuEn1B2hdaazcnXMOoDzp6f0fcdzaIikXHHjjAd8NPIjz59zXH7it/7zv/Cj374B+z310Q3sjGG6A88z5KVMjRNw/6QUYUlhIkYHa2b8NnP/MxgCL5FisjxcM35xSOubq8J2TE4wdv7NyhT0KVI1VTo5YJVUSBz4PrtiBPQbV8jQ4UYa1JKHA8HdrfzvNqNLff3N8TgiN6htWVyI3VRghDsDgNHJZDSgMhIZoWKn3qsCpASUk5YI1lUEmWgtA0SyVjOD3rJLGQ+OV2xZf9TlstPWXA55zcPX6+FEH+bOR3n7Y+HikKIp8D1w+E/EeYcwCjFOxePsUXBMA4Mxx3d8UhR1RhboKQlp3lYWZQN9WJB0yx5/eJLdu2W6Gd38A++9zFKClw3oXLCTxPOGmxZ8s63/xoh/ojDIbEuAto/49HjZ1RfOp4/f4fTRxec3njKAp40mvvrK8QoGA6R9y/e4/x0TZCGd1PFP/5XfgmB5PHXLjm/KPnDP7rn7eWv0DQFPnrWixNKJSniARuOuH6Pa2/pC8u1Mby+fEl6dsfdET782reJsuJ+UmyWihiW+BGUWaHEjtcvrri53fL2ZuDR9XPOH72HFP8Jx16gTKLrBz7/5DWLZsPUveHJO+/Sjhp3OIP0Bl09Z+q7Wba2XLK93WN1nP2GQlLaiqZa8vjRc3L0DO2epl6RYsNuB9OxxWpF2l6BtQxuoKhXiOgZ3cBqsaLbXUM4oHGMx2uePHlCoQJmWXH25BkpxbnbLAJSRKJrGXzH4e6SF5//ALynvX87o/dSYhoGQsqzvG6acFOPC3MAyTT2sxcuBlJeI4SgKB9CWUzJMA6k4EgpzXBXZUEkpLF4IehGR2wHdGEZuh6lFcM0YJSelTt1A7t/hAUnhGgAmXM+Pnz/zwH/PvCbwN8C/sOHr//dw6/8JvBvCiH+G+Zmyf7Pm78BxJTYbrcslktSTvjg6foelEGaYlaSlxUxJobRI82sr5PKoKRGWkFRNdTNcva3dXvqesFqczb/Q0dPjIHVyZHzJ885LRPu+Ibj4UjXHhnaI3fXVxx3N3iTqYoznrz/IY8fnXF24vGsQIGyCmkNd/e3CGC3u0WokmGciDmTHpABWUhUc4o5WbB4ciSaBXq9pj49wSyWqMKQYo8bA0N7SxKWbnuEg6TMZ7ghIaRFcmTbeI43Ld19ZDjekYPD6P8SZWe/UMyZbuwJMdPub4gK2lFwaD+lP36Xov5D/NRz8fQJ5XLF7ur6ofWfuHp7zdhdc3n5mtcvfsTodng3YilnfqTr50QaZcnSkKSdwT3GErIjS0vdLOcEnXzO5EeUnNNplNTE4LG6mFNvokKjScPA9faeqe8ZuwOXX34xW5j2twiRsKagOx5m2Zbzc/dQgrazxlJoSDHOPw+gtCImRcqZybuZ7DwFgptBr0IKqrKmqipSBi000XcEnxDCIKUmxgGJwGBI4R+90uQx8Lfnbj8a+K9yzv+DEOJ3gP9WCPGvAS+Af/nh+P+eeUngh8zLAv/qX3QCAVSlpSgNXdtx3O/o2hbvI0VZz4pyFCBnrRwCYwyL5ZoQAtMwErzn+vI152en+HGk299ze/VmFitPjtouSSmxXi14tLG0t484OXvGR13B1772FU4ePWKMNYX2bDY1bdeSfEvfB1anp6TkcW4ix0BZL4jeYZRgbPeM+3vC2OGVIMSMN5FjOzAMLW68Q+SOVaNQONywpTQRIT0w4cIRU66wtaZeFSxPVxwPE2SY+oDzPTn2ELfE/o48XbGpB1o7sbSSsR/YvfmYHAT315/SX1yQZEk+XXN39X3q1TuzomN6w+rsY9q7TzhmgQ+Otzd73LCl3V/jhiPBdUQ/gZ79gVLMc2tSQCkJUtD1e5Sy9GPAhx7ciHcj3nWILIjeI8SMP9DCIIRGa0HMkIkU9QqlZ6Bse9wSQiCGQD90QGYQI33f44ZuZo9oM6cl2ZlxY61BSkNKHiE0KScQEMYJNzmkzLhhIHjPYrnGljWL5Yq6Wc7a0XGkfPC2ixSIYST4kRxnp/hitfgpSuXvbf/QBZdz/gz41T9j/x3wz/wZ+zPwb/xEF2csJxfPaJZL1meBYnFPkm8IwdEPA0JMCKkwtsRNnhj2GKMZR8cweECTpWXymdFn6tUp4+i4fPOGtjvOpOYhc3/f0h57+mKBLCv6qSMz4uLA/f0lh8NbjPSMPdTrNUl4jtNEERL77R03dwcO+4mXX84GzOu3d2g9t5ylMAhVoqUkJsF2e88UCorFBZvHH/Ls+TlSG5bNgr7dUlhF+foeNzmS63HHLXe7Gxr1Dre3R1brEw67a25tz+2bI8f+wNuXjjBMNE3gyfMnLBcVx+0eN215++aKy5efcH93Aqrk9HTF4e572PoNfT+y2Jxy8fQ5QzfNptSq4m57RKuE0JKQRrr+npQDafAzi9/Mw6yqqqnsgZihvb1E6pogCrJMSFNhTc3y/An73TVu2CO0IYQJW2iaZoEpLPXylOfvfhU/Ddy3e4bDjqlvycEjUUhpcNMsrO7bfs6wyx6jE8JalmIuOGnnwI+YMmW5IgPOOUZ3ZBzGOXtASFIWD/eMBSHmrIKUGIeRMA5M0zA7Lsh0XY+QknqxYCF/Aew5kIl+ZH834L3neNhjZKYoC0o705lSBrKnLPX8hASW5xsKDUPXEvot+/aWYTsX6u8vqwcyU6BsGqavTAxDz9Q7ZFwwTj2NbigXgBrIwqGsQ8nAFAaOl9cMbYNInuOx5XZ74Ppmzzh6rHpCDJFj15LTxGF/j/cd4yDIKGIY+N4f/S5Tu+XFy9cUzZK3r85RtqS0FTGM2HLF9v4wh0hKxa6fUKojXSn2u57rfUt72DKFyN0x4M2C6/sbrBBgJMXqObapWOhT+pQIWiGbJXKxRqqS5uwxqtKUiwuWLhODQ5glXka68QiuZXs4UFhN1oJqtWF0I9FNiKwfhnKaGDq6acSlRAyBQ3egrhVZC8I0cNxlhJCkMDdBRJ5DJK011M0CN860tUzmzYsfYYqKafJ4Hwg+gFCEEPAPMB+l5s836RnpYAoDMeKnYQ5tUYsHapci5/n3YvAIMkrNfjYlNdoWSFMidUGICeccSQiEkn8iYp6GjpQzRV0DgqppqBarn8kd/XNdcClnIolpmujbjr7vH/qa4sF2kme4jJBUpWXoB4QUyGrmZNjCIoPH6Jl5UlYlMXi64x4hBH17RAvF7dUlSlrS8yeQAymdARPjeKCuDNN4R1LQtTN8aBxGrMrYYsEU5znCNHV4dyDGhHMHyJ6+v8eN98BAiCBS5irdkYKnPexBaw7HPdW6pFgsWZ49JelTHp8EimKefzQusFgXFMKh7o74oSNpSb3Z0KYDWgwQr7m5veWwvSL3XyJcgXcj7XbJcb/DuTtSNmzWNc+fr8liRbW4YHscONxeUehAXQmGviWEgePuBldYnJswpcJWFcnMLmikoKoWkCvqWs3/z8MWQSQlRwyZENyME1cSMcxUY2Xs7EZXGmEMUYItLKq0TCnQtfs5YMUaRFVRnZyQvEdrxdAfGbueZrmiCZ6GPC+OE5n6FnJGhplaloWgWKwgJYwSmMoim4K+75G6pKpqfIiEacSNPe0DyChlsEX5kMiTMFpzeromxoSUmrKwP5N7+ue64HJODF3LOIx4N8fPSubuUwhhNhGSCd6htcJ5jwDqRWKzWTMVmsOxoyotWsxsEmM0XTs7tJXWBBd4+u5XccPIcnOOUor16SPKtadZLDk92dBOFaXO7O/vOR4PVGWJJLNar5CDp6wHnBsJWRBzRumZaoWyaNsgjUXmGYgjdY2fduQYyW4gtA9vlvYtU13igiH5YUbMITmMnsXJklpD10fCODIMLfV0yvE4IWsoGoXOUGpLdfKYpqkhRc7PHmF0waKyNM0SKyWxdzg/MR4zx37i/u0VhVF0446727ekPDHsD4i6pB8GpmEgDgMiR0SaI40jaX4wSUUce4iRwhYsmoYoDDFaFnUNzMqPlNIMdlWCumwotKUyBi0VOgtMYhYIu4k8OdLoCKMnes84TsSQUaaY53U5zg58oWdPnrKkFIlCkeJ8dZML+BBnhZGLKCkJSaCzwseM8xGjJTxwLMXD0NL7NLMxhUHrAq0kiIDShp+RdvnnvOBSZnxgE866toDW5k+GJjMIdM51VnKWFpliVoinGIkxUdgfmywNTd0w9P08d/Me5x33t1fY9ohEcaPnrLAf/vEfMoyOxXLBZr3izZtbCqvIWB698xWM0aQQ6EbHFCJSS4QS9EM/Q41SwLuJvjuQ4gz28W4kOMfN8Q1xmohRP8BoJ3DjbN5UmTE4rEwgJdF7cvJYezKDdJQiW0NhNqSiBidIjIz9fiZhxQH0nJ+WYqDtdnTdgcNxi5ASpTT9cIQcmfqR/aHl7u0LJJERT9fuUVYSCUirUElS2oasZquU99OME08OJcAai4wjfv+WHBNRCoIw+BhIpcF7T1EuadvtjBW8hsFFpD5hffIu9XLN6vQROWfu797S7t5y3N4xtDvcOM9/i9JC8khp5geMyEgB0Xu0mo21UgiSH+dlgxjQQs1hHnWDVpKqrpjciFTqIWAkksigFMoYhACRZ4hQCA4pBUVhqasS5x3GltT1L4A9RypNVS9JMdA0Ah8dSgjKuvmTsPoY56eoEAmtZr3k8bCjPc5WHW00g/N4PyCUBhxD3yEFMwI8BA67H5ATlIWeLS/jxDh56qahsIa2/fGHVfHpD35//tCcQ8q5KeOcR0r48KNvoLQhJoHIiSQjwlqktaiUcWF66LppRFEgbDUDTYkEWTDlAlEu5vxqY/ChJ4iRbhwJ/ZH97oiSBTl6puOOQzegbI/Y3aOkwk0OZyNVmcgx0g+39F1Lezig7RqfBkw5UJaScRIce88YBFoIut6RUsZmgcoZhaS2BiEirvP47MjCIyRIbZFpQok034hn5xz2R6y1KGWQUSO1RiFm+KqxpKQRyiCYyMlz2N7QtXvGvicTubu7pj/s2G3vGLuO4D1Vs0Zk8ONA37akFOeEnaJCK0VOAWMNShXziEGAAarVGiEU6/WGnB1FURKlwdiaoihJaqavjUOPj5HgHTEkyrICoXEhsJAGpEY+dFJH9//TQMafbMtMY0dR2Dm7KwtSTIxDzzj2pJhIzJFNc/rlPM9QuqCoHvjzEnyYAM3xsKVuCmLwuDSv2VTlkqo+YRr6uZ2cNCl6xiEgZSAERaYghIQb7qmWq7kVrgXG1MQEspwZHnfXt8yDXEGOnnZ/ZBwcPgiCi2QKbHM2J56OLWksUEbiugPjXmFshalq2mNPCAmlzAyD7RuUKRGqoGrO0XrO+N7UAmFO0cZCBtd3uOmWMOV54m8iKiekH8lTh4+Zu6uAko6+8zPN+XBF0BI/daQ4IFIxR/B6hxCZrj/gpgEfphmepBS2LpBBoZVBG0tVL3GTxxpNzIKcPaWW6MVy1qDeP+Tx4ZEkcvQPyaUz8sEYxWq5ZDreQwrE4ObQlWnEWospS85XG8a+wxYFzWKFsYYY5qwJgKppSCESoscWS9rDEa0l45BwIWALi7WGlBxaZUJ0aA2mbsi5Zhom3DTMvMq6JERPTBqlJUVRUta/ACBYMkSf8QSMFcTwEB1EJuU8P0WFQmkIfnrop0j6vqXreow2c+s3zuQmpTRFWaGUxnlHTolqsWCaJoqyRJKIcU7XOezuEcxYbCUNKSeq0pJTREnzED+1f/BKZZIwM99QGmIWSK2wRYkJHm0rtJ67eSYfCQMoPccoNYsFUgkSEq0suiiJQZDynD+dpMGY2eXgu4H8EJGcU6afIrpIZCHQShOmiXHcUpUFbhqRWeGmkeOxY7GeSCLNw18cWSmkMTTrDXVTIQ4HmrqgWTaMw0hRWtzYYU0i+AHn40wpJpOjIycHySBEJsUw080QD6EYM2rBx4TzCfeQYxfxuBAR3uG9R/2YGSkEMSeymBspUixIKVM2G6y1jF2LMYay0CzWJzSLAZI+ewAAIABJREFUFVorQvCUdY0UElvNJlOTIqZYoosCYwx9VxC8Iysxy81iQBhJScE4jsyZDTMc1mhNEuIBMqvxfkIkhXo4189i+7kuOCklRSEfUHGRaRoRQiFniihKKbQumSaHtXZGxKXIZrNmsVgQ/MQ4jAiRIHmiF+RYcNzf07btQ060RknLYlVzslnjIqzWG47tgbKscTHip0wII67fs7t7S0ISk2KzOcWHSD86kjAo28w3UIxApKwbsrYIVQGGnKE2kSS+IIWOxXrFxdPH3N/vmYaR5XJNFAbBkX4YqEuLtCWYjJJmVnvIQN+1EAPCBaqyYHCeYRhZLhuEdCytxaZMjkec79FqIoXjDL2VFhfBaEVRFRy3NwQvGNpb+sPE9lbQ7vdoOTsLSBPHYzcrS4AsBWq5AgHdMBBkQS5gGhxVuUQpg3YD3gVsVRB9pCyXcyKOBGUDSkuOhwGlJ7J4i61KtC1ZbJ6CXBCDR5kCqfXMLWnOKcsSbTT1cs1iOetCj7t7kPNc//TiKYthQEo5o9b7biZuTY6+GymqJTHEORLaB2LwTKMjxoQxBQjQRYGyFW7qZxQ9mhwzkwtIHX4m9/TPdcEBuGlE6Zn4G7wjpMzCrOf5mJSYomZys+PbqDn21juPNho/BYQS5JApC4PWkhwDRVmx3e7JKc6RxctTNmcnnJ4/4tWrS5AFShXErBhcwChLDo6iqjh7+ozCWDptKJoVyo8IUzJ4yf44kNLMq4/RIVMCUyMokWqeexSVJN/esl4tKGvN+fkJfXugPw4YtSLFlmnc4UNEGUthIv3UopozdFNRb9aIomToeposWZ6dYSfo24F333vKbn+P1YJwd0W7vyWmieAGjvs7UArvDrTtBMlx/ugxby/fUC2W7Ns7Ys4UxpKim9X8ISJFJEmJ0Ar5kL89uAEr00yXzpkYwkzfUhKrFFIpirpBmpKyXpK6HaRMPx1pFqdkERGqoLCGulmSCBitOY4d09STwoxsV9bSrE4QKM4vnpDJNMslp4+esN5sOO63FNaQYuLi+ftsb64RJPbbe+5vr/F+JLiAbA9oJQlTz9Ad5qSjlCgKjVTzvPO4n7u3VdGwOTsnesdyvcYYS7Oo0Vrzye/+7z/1/fxzXXA5p1lxMQSEgGmaENLgvSPnWcYlhEIrSyA8+BHm/dYa3DiDYwSJSCDIzDTO8bWzyVHg3IQ2hsVyyWq9ZtkOf491rzRFCpAy1ki0alB2Q11WKGmxStG3nuwmckqzU5q5cxqix0iJFIGsAkpmcsqEmAkpEhKEJEEbsrFIrcgi44LDaJjcAEGTZYl3LaYs8X2P05nj/RE/9mQfMXKg6wJt2zGeCjSZRb1A5BVGOna7HTGVCA0xTmilkIo5YUbJmUYlIZFRRmPKgjDGuSWewRgzt+WlmIMPUyalgNCaNHdQSGmAQiNshZAamQNumoiTI2UYuzljfRhHtI0IGVEpkc2MzPtxl9DqkrrIiFJSNCuyllhtkMpSN828GF02kDPBB7zz5DSj/Q6HI7vdHkHm7u6GoTsyTSN9P3BsB6rS0A8DznmMkUipSTn8icBdSD2j8p0jRYebBrp+vu5msUDpX4B8OIRAVwuknDn/uWtxPhKSoKwahNaYak21eER7uGLoD2QB3eC4uZ3lSGW5IMaIrSoWywVazVFQ3RgY+o6+2/H5pwdONpYnTx+x216izh+htCCQcK4lek/Kkao6Y+jnou/HiW0/MhyuGYaeKEuSMHPedt/ifU9pClQxYQqQqkAmiywb6iff4PzphvXpgl/+679B/eKaoT3y3rsfcHc8IsLIfr/jdGHReK5vX1E3Cz5/8ZKTZYH8/BXZTXT395QLSbaK7TCyvChJUbBcVHhapBNs39zTtQPGGJqmQJaWOPYoBW3c04sRK8vZYpMVQRq6kDAp46eRIs9ZeEYXzPGhGhcUZbOaC7KoyUPPNPS040RlJQJLSA+ZeCMIs0JkwGRkUZPzhAuRSlui0CgtmELCJ3BZzNTIDFoXSFMRo2C7PVJWFcgRpQxKlbNMS2i0khgxJ91IKTBSIWyJSJlCKkyO5NET2gPJjeiVodAFhgoXAjlGxrZltVoy+URpDcrMypacBYQwa0d/BtvPdcHlPJOIy6pEiIybJvxDOJ8ta5ybSEmibIktKqZpAJmIGXxM9O0Bre0Do2JWEUg9S4uknJ9YMUZAUZYVz959j+//8Sd8+PVvUpeW4xTmAMRpQEgQYs2Lzz+hWS4YDy3TkJhjOebzVZsNMTr6oWcaB7KbKGQ5czxEhSlPKNePaXvHYl1xsil4/501tzevydPA82cr4jYgo0I08O6zJ6wWFY+HX2K1Pqf8/AWPN5Ly4x8S2wPHt2/ZnG+YosAXn/Arv/HXSD6xXjW8+vIL3r7+gnEaafctWisuzjes1xbBa9xwxBYJP+1IXiG1ZGgHQpg47O8wIuOnQFNFhJZk1YAwmHKNR6CbJXnyFIsV0hjaaTamWgFpmnMa+r4n+sR6c0qeXyQsVmu8a+naHmtnpHkmUjWrOXMbRXs4IkxA20ihNKgCVS0p1hu0gvWjp5xfPOVw2LIoC6L3vPP8fQpdoRXI7Lm7vkILyM6Rhg6RPcP9W9zYYkXGpA1CCGTMeBfZ3b7lQiVCkghT4voDy80JQpgZbCt/Ed5wCJQxOB9QdrbjLKoKbQvW6znTe7FccbI5xzuFtYKcMrZeEENgHFr8NNC3B3J0TMOSRbNCmmLGWpcV9WJOSvXhQGE9y6VkszGsVzW6HSltyd12jkAaxtWcuiIEPkn22xu211e0uxtMYanquYtJOCBCi1ACPxVou0CIieB23F1uOVx+zJvB486WfP4s8PoHX+KHgcOTBfuD53RhMWHA5gVGFWzOn7NpKip1ieiPjHc3NGkk768pThqysFiRKLRks77g2bOnnCzOuDi9YPSasRtplkvee+cJX/nwOS8vt/hpQDVnXHznO5w0DW135NXrS4IbeOUdhYRURUrV0k8desr4JMhSUhcrFqUFa2nWJ4xDwe3t1ay0VxkhE2EcCK5FCo05e4RPkfXmDFNolG7o2tlp72NCCUkETFkhR48tSuzD5+yngUxglJnFsiYEz3i85ahgd/8WbzXBedZWMOxuMFqSxwM6Tag0UapIqTNGKtarJWLdUNZLqmYxP7DDQCJRFpqvnJ0x+ogRHmsUOQZGN+HdRF3/AqTnJDLVeoN3s8LkvKwJPiCkhgzH/Z5pfMmirjFKsr29I+eM7ka6dg7r03Je3xLSYG3F9fVbtC3IcQ5F3N6+JCG5fPOSu+1btA588t3f5isffsDLy2u+/t67vPrB9zg5fcxuesov/eW/wWqz4vSdHVTfQS1+hHn7I8bDSy5/9F2yYLbwhIC3FaJ/Qw4TOm0ZhpHoPcYqWr1BGcsf/WDL3RHOT5/gdMOUj5xdPCJevmT39iV3ly9g/Qxfwv71JaKccN2Wd84X3MWRdnuDPj1jdAd2/Y5f//V/gnfe/wpZlIxuwjz7O0SfaY9Hvv7eu7zz+IKPvrXns8/e8NnVFo/l9n7P6vQcH1+DsWRTcvb8HY6HeyQLaHdIaxl3e9wwoLxi8hlTLmgPB4bDPb7rSVNgIFAWC4woCe1EqQvu7q8J3rNR5+xub1it1jx79i5P3/0qxhqM0Vy+fomImUoIqsUCYwuk1IxDT84CFxw3fuD+6jXD7obgElkmaqvx44AJjsP9HSEFSmtR2oJUxL5DisCuOyK1ZXOywU2AzTS2QSWJF46LR895/PQDLl+/pNAlhV1QWMv9dodMgqn7ReBSAtIUZD8PE0lxFqGqebFVGoMt6hn6KWaxr0BQlA1SKjKCEOZilUqxWCzouw5ji9lPlaBq5nW484vHvP/hV9nvttxdvSSHAeJImrb0+yusyjhO+Nq3/yqrzZqbqy1dN86u4dwxqCOvPvmCRGbsB0BgjUUg0UpglGJMiTgeMKJEpBUoRbHYsLAnnD455+lXvsmhuOfdD5+jlcLGER8jaf2MR9axfNtRy1uMzixqQ6ESpfRIOZL8DqNHFrWgqRUhC8IIbb9nmgLDOKBsZn2+JHjNkyDYyoqTiwvUeGTz6Alvrq5AQXG3pVpvGPw0IwbC8BDLeyDniFZgi4JiuSZ0LVPf4aaBoev/JKUmpVmzKE3F6AJunCjHiekBQ95Up1QnZyxXa4SAL19+Sd8eGPqWZrmeUe62nOGyLlBWFdIorNF0yeOmCVtZjNWIZNCEhwQdjzUVdbMgC4nPHpEgTgJpNHVVkocJmT0yg8xudqBYhdUKP/WUupyHmyKRk8MaRWF+ATK+hYDF0iII+H6WdSk1Wym8mzjc3dAfA6XRPHt2wtAd8M6hiprNyZqhu0UIxWK1wBpBCB1aC6b+SHQjznmGtsMUK67fvGVoJwiJv/LX/wV+7dd+je/94Ef8U7/x6+jH/xMXF0/4+BPH3eUdU3vN1PfU1RnPnnyNfDzw4vJHLJoN49gz4eb2+XHEhTvccmA67slZUhYNIoE7bvEycP192Duox6/ivvo+rm8Zh9UczVScYE1N9eybrLXjPfURS3HHWH6Dv/TuCcI8RlcN63cu+PT1wGL9nHWzYGEFWWROLjb82v/2EVpq7m7v+fVf/hbvPn6CyB3f/fiH7JojTRxw3Y7180dM2y/oh5bD1ef0jWQ8HhFSIHKNoCDGEqUtWS/JqsSPE3hPtVhidyXMkDNEdMgksETc8QZpLE2pWa9XiKKiqla0xx2H+xv6djfHSinFkw+/TsqJvm1RxsxqDzK6MPjoqeuafpjBrAg5x3WlTHATsT1QKoUWmTJnxv0OIQWxO7BalAzTSE6Q+pZxv3/QpBq6oSWMI1eDo1kt6dsDs/MncbJacLJe0B47Mj8HINj/tzchBEIAeYYUGK2JSlLU9ewXE5DCgBsP5LRAklFKAHFOsJRz2z/4CT86jFxx2M/kqRQ8MWaGrsO5yO1N4vMffcJ2e0v+9HusG8UXn37Gs6Xhi0+/x/72kk8/6Xnva7/GYV/gphmlMHpPEBJhLVNw+BxRhcGWC3SxIF+sKM5rbFHQtx3t/Ru0Ssi4QqTIi5zx0lJXC1598QU3dx2XlWN7e0UKkYikeH3Fi+GeN0dJkw+8udqy3m1488PvY6qaY3vO4epLbr78IXeX3yJ98QJla5KU7L/7MWVZc9wf2e1abm4vWDSSj51knCAmjfOZlCQiJVSO1EZSFwpf6YfMa4+1llIrlIJlVVFpibEG7yGJhBUJZTU+RKyZk2ma5YKyrBjdCDlBnHD9SFpUGK3IOaJkgfeO4/aWFAIpzdlt2sz5AULMUVJKaoqyoK4q3FEztEdSGrk/3jN1R2R/YGwP+OARJ+dEZiUPbsSXGp8yxjSYeoO/P+CHgWkaGYYOScYWJcpWLDaPOLl4hDGGd995xm6/Y+jnKcqnn33+U9/TP9cFZ6zho299k+7YcX91Dz5w4x2LzSnL5ZqxbwlRoLRCKzVbbpSgPR4xMrNYrhBqZkJW1vD48Tnb+/3cQfSBrutAV1TFht3dntu7PV989oJvn75PvXoE8pJm8xy7eIa0NUp7Xn/5A8bRIVSD0hVCFAizIoka7Ibod5iqQupyZniIRI4T3b5j6DvyOKJW5xjTMO0OXF1fEgWY6Nh++BXG0XN3Y4nRMHmN0gUlJcdjIrEgCUGzWlLUKxablq47YMSSyiwQLuC6jl30CKk4DD3D/VtkvcAf7jBxoL27omg1u9/5mMPlG9Jwx/HuNbI/Y//ye9y8fcOha7k4+w2GwWHrU8p6gzQGWS7nbvDoGPdbkkzEdo81BauqJgU49CN1c4Kt1oAlxDmaWJmCslqic0QLRXCJaZxISbDb3nB7c4mylqKp5wQbIsZWlM2CnBK7u3ts2eCGI1pBVRecP37Mo1VDChPT1UuS60HAe88+JMqK9WYNoefxxSNev3hBLtZcXDzi888/JcWBs7NznPeM7Y5XE3zjH/sNpq7jg699xGZzwje/8RFdd+T66pq72zt++7f/7k99T/+FBSeE+E+Bvwlc55y//bDvJ8aZCyH+FvDvPvzZ/yDn/J//hVeXYexaovO4sYeQqKoaSaawhtVmjfcJU2i0NTx95x0QsDp/RnQD168+JzMzM9zkefnl5+ScqZslSiqKeoHUFRlFUpHoEsknut2eLz79nN3NHZ/+8Q+4u3zLUFXs3l5RLjYEHzDak02e+fVZoGVFZRfgI+GB6YFQjL4n+FnTqaSl2qywVuOHPcnNyvkkLd1x4O2bazq94u42zO5lW5FFQYoWXV9QiAWWRK0isl7QnE5gD9hyhTUXHLeZj/+Pj9FakLJHmIpd23G0ln6YePXiFYtqgXMLxjFRFQ2LasnUrMkh0tQ1XbMgskarv8x6tUKYBUrP3JdCN5S2QpWSoirRUjzwRTTFOJFCoghxFmaHgBaBjEelaYb0uI4ATG7CR08/HJGuJ2bH6vSEoqkQSuFdgGnETRPGGIw2aKNIKaD0rGLRtkJbO2sfEVQn51gpZ49c2TCOnnDYkqae0U3sjwfSEHDJcbffMY4tvZ87zjkFBg9Xb18ThhFTaF69+Jzj7oZpHNjt56nKz2L7B3nD/WfAfwT8F39q30+EM38o0H8P+KtzGfG7QojfzDlv/7wTp5S5ub5Fa4OQkhAdSv/4kjNKK4SyVHVDFmIOOMyZs4snbG+u8DFSWst2O+PN3DjStUfKqkGKWTlhjOD+5g2r9QLnO3ycePH5d8lxy+XlNf54xZcvXlDYhhdf3PKtX/+nH4LpE8MwEX3CtTsCgX5s6acjYdrjprkVL1QJpsLYAsiM3YEUerKZF43rxTkeC1UDRYUyDVMW+GliZUp8HBldj1ECR0YJ8NZwQJHXp9jFBnOy4fSrOx5/9BR9smIcWw67G6Z2ZN8OxNASEzzdTyyTZY/n3ilitSGWG+SqJ9SnsHqKdBpVOnx1grKWfuzI7khMiT4OqKwpmg2qqjC6YMoJNw5sby9x40jwgZQzi80jiqpheXZG1xbEmOclg+wxVlJVG9bn55T1Ajf16HtLe9hybI9zqKS2aFtT1w2FKVmsThgfmmfGlhSVnif5MSJy5vzxMxTgXU9lG7bHK46Hln53zbUA5yaKxSluOM7Q3qFDSkG9WmGLEk0k+Qlt5uWDaRwwZnaKnNszlPr/qGmSc/67QogP/i+7fyKc+cOxv5VzvgcQQvwW8M8D//Wff+5ESBNKCKYwzmtV+y1P3/8mQhdMPpKCJ3hPs5hzrDORz374KUbm2QBZLdBFzXq1oGuPTD5QNCuIHgkoaambNX4aaQ8dL7/4nK9+8y+h7YIs9/NCbzRkF/F+ZHt3zf3VJbbYUG+es9psmMqStrsmmpIpJTKCJBXi5Bz74HmLyc02I61IoWCxPuew3dMPHWVjsI0hJk2aerZ3iaZZM7rAdHfN5ae/zzSO2McfIHxH0Zwi1ytyctxvj6yqX8aKjql9S8uWl19+yvXlC0Y3YosaIwUvX7zkSZM5HFqauuD69p4hCO53Ow7393z9o0dkPzJ1s+Kispnt8ZYxwKNHpwhrMFazWa7oDnt8JwhhT7+9wpYVm8WSlkybBGW94OzZB7MxVGRil0kiIpWgNBVSKbIQpJwIIXF/d89+d8c49EitscYSs6BYnrA8OWG13GBMRUaTUsbnedxijUXmgJQC3MjQ7pm6PcXqAr/f44YD+6tXGK0Yuo5i0eOair7fgYisH52wbAqUlGx9plmsePb8Q/7Zv/kvUVrNR1/7CEQmhMD29o5/59/61/+BiurP2/5h53A/Kc78/2n//23706hzXVju37xmdXpKuzuwv97R9z3H9g9J3tHu9qQUqZqGF599xtubG6q65N2vPsNPPVU9Y9Cury5559kTxq6F6NheXzKOLcvFiifPvkJ5cT6H7i0WnD/7AKksk/OzwsVobNWgieQ0ktKAn7agLI8WEZ+OeCGp1qecPv2Qsinot6+4vXzF2cUZShUPiIH5rZXKgrLZcD0NpKJE6ALVLGjjwJubL4gZhCoZ+4FmtZkbRtGjFMjtPf3hkqyu6U7PKUrFq1dvsYuCY/+a11eCO524fPOS7e0d7eBQtoYcePXiR5x8dsah6xj6AFLSrM+on1xQrxvqi3PW736Vq87DYsHNMBFVw+3tDdpsUUVJDnPgfFH8n+S9WYytW37Y9VvDN++5xlPn3HPO7Xv7dnwbD+3uNvEACQRiHlACiAh4CEhY8IBQHoh4MBIIxSKKCAghBHkg8gMgxShSlCBk4ggJYkee2m275+kO5957zqm5ag/fvCYe1u7GILfb7e7ELfUnlVS1h9q7aq/1fWv9h9+vAlXR+JG+PMTmE9brhtvG0naWNFi6F5dMJlVsO9IHWNPifMnu+h5xf8Hs8IyqGjHtFuUzjg9fZegb0jwnTWPdowsKs6uR5QKdKUYL3eYWN0aFcJumDGFAK8ns9AGz6RKXJCgCeRFFmh6om5bl8pDJ4oTFwQHTxZK8mvLmD3+Cs6evkU8mXA2OVx6fcbhY8Sd//Mfp+xYhXqVt2piKOvx9h+u3fXy3gybfDGf+h8Kcw/8XdZ5PpqFrDc7dsVs3cZlWlZycPWF1dESaykjSdY40STHeU00rlHDkVUHy4CQCb/yHmC9OWCyOEEKx2W4xQ7VHZ1/jzEieaT549y021+cM9RY3bOn7AdOs2VxdR/pTcLT3V/S7LbYPXDEyOzxDoJGh4/D0GLtIsccLXvunfpTZwQlJkhJCoO/6WLlw9ZzuwjFfHoJIMF2PGwZEOSc0PaPRZPnI0WKJTjO87UnLirurS3CC3fU5RTXntt2QJQGzvuXiSzvOLy7Z5SC85eriBZv7G3Z1TTVdQIDQDzTnFyQ6JVErEAE1Ktr3X9LXO95Wgd35c3S3JZEjSRFrK5+czlnOF4gkYew6ylTQjz15gFIZGntPf/OSeRjRJTRSELRlMUtJtMcFT9/vSLVkaG8oyhSRaqarjMm8oJgsuHz5gl1zTbNbw1aQpilBaLJyyXw+J/iebtvj0SyPjkiTBGsMKjjEUJNqwSjh5c0F3nTMqhW9F8xOHqKLDCkFXT/SoEi84OblSwKeq+2a6ed/h7zI2VrB6aNHHB+f8Xf+7t9hWpWcnp7y1jAwPBto6gZ4/B1PkD/qhPt2cebP+X+XoF+//f/+Vi8ihaBIC6bzOcEKEpHw+htvYp3n7MEZ7viYcTRMZzN263sOTh4wWx3y6PFTXr7/jPurl8yqghfvfA0zmfPyg+fcXl1QTuZIEbFt3lmkypjOF6RpRpqX7Lb3ODeipKSrdwzDGKtVREJXt4hgsMOOm0vD/X1DWixJ8wmHx2+SacP1889z88FzJEPkq0DkbARBdfYa5bRk6BrSZMKinDF2LaZruTp/TjJ9hXI6ZX1XUxUGIR15ojg9PeJms2M+OWDoRpy12HGgu73msr7j9uqasVSYviEEQaE0yfwEneWMzuGD4Or6hnI+o3MpWaapRIZD0fnAiw+eM7Qbmt0t9U6ikoKj0zO8adl01xHKIyA1lrreECYTrJDI+Rl6oWjvbrGiwouGrmm4/+pXKKuSru0pipI0LQG7h/QAPqfQE7YX16RpxtMHr+NPPaN1SCnoxzE63+43lMdTkrzESw1ElETf9Yx9Q3d7Saok6qGiqJZoVXK1WdONA5eXF0hi1Pr4wSPIJ8jpAQ+e/CC6WHD2+EMcnp4wPTgAJXn66BAdPNMiYX1/y6d+83e5uLjifr3G+z/eSpNvC2cuhPgl4K8KIZb7x/1Z4Ge/1Yt457m/WUOQeBc3yweHJwxDj9KKvChIhgj7uTp/iSMy48uy5ODgiOV8znI24fLlOY8ev0GSVNTNbWz7GQeU0nS7W1YnD9BacXt3g0eyXsdcXZnnSCUpyoxESXSZMtgWbxpGI9jsXhBkznT1kMnijLPpD1GV0Pd3qHxKX9foROC8Az9gjWX0HlHkjBayqgSZMAw72s01bXNFMqmx/S317o4iTZCJZDGfkmnF1e0NbWcYuhERYFLCdn1JKlU0glqNtZ4kK0izHDN6hIxegzEozq/uSNuRTWfJM8VyMZCUBfWup1s3DE4SVEGaFUidUc4OGLqO4BMcJrb2JCnOO4y1BKUQSDwKqSJyHMGegDVibMowDGidonWgqbfkWcUwtvijDkaD8p5EC2blhL5tEMHhrYN+wHcd49BF5bIPDM7HbUFwDP3A0LUMfQ9pQjcMkAzgRnbdgAmW3oXIMEktIS1RxQRZTKkOzpgdPubo1Tc4fvCAbDpFScfB6RxhB4TpyCvPeN3S9oG6NVjzTyhKKYT4W8Sr06EQ4jkx2vjX+DZw5iGEOyHEzwGf2j/ur3w9gPIHHd57vBljYGTo2K13fPDsLbquxTqDkpF8tWqPuLu9iV26UvHZ7T3nzz9AS8np8QGf+e1P09aGzfqeZrshKyr6riUvSvIiIqx9cDg70HcNeZ4iBCRZSlaW5EVOllVkecV7734N02/oeg9mxIaesS1w5YzZYkKZBYbZgsl0husvY1uOEgQPIcTePNyAFg7pDUVa0PkezC5aXswNbe3o+w4hCrSucALIS8gnpLnCJS3GGEwCvSwRaUGeC/Iix4yGoigBTb/rsUHT9z3eSQiBoanZ3lxTi4CvV+TzOR6B1BKvM3Q5RSiJdZ6mbRDe0vc7nHfIssKHnKZpsONICBaZbfAqZbe5j4RjEZEFaZbHDn0lqaaxMn++PKAoS9xYcHR0wmI+R+DRSjOZTMiSCH/d3N8QTAfeEOzI0OwIfUc7WtrdmjzLUCLE52q9Bwp57GgQwWKsZbADAMYYvHMMfRMbZLMUf9qTaomWUdboxo5xrGnLW5S/x3Zbmrqmq+8w/RbT75Di99sVffvHHyZK+W99k7u+LZx5COHngZ//tt5dgCAzPApEEqNhq0OWSnF89goCgbGOo5NTuq6naRqm89gJ7Kzl4OSU04ePOXv0hOMHr7FYdWwEvneLAAAgAElEQVS251TT2R6NHVhffcBgOjBT6npDs9vQ1PHDMX3DbD5DMyHVivniMYl+Rkhy9NBxcXNDkldk+QQzNMwWS6aVwo5bpssDrl98CelbhBR4YzDjSL+5hnbFYnFELlNyNJkPVHlJOZ3jigOOTk5RWYYSQKI5XC3j8tY6BjRJltM2HSp0pLlAKjAekJokU2R5AUFgRocUgkFIdFoghCfLNcwz+q4jdIbO3GOsoc+SuGwOxMqLPEFiqOYVXoBxhqDBCcvt7QumWUYeYnd7bxzWS6x1JPkUYQ1pUVLXW0KAfujIshwztiwPV7gUFodzTh6eUVUVbdOSVzkIi3TA1oN0ZHkWayq1pNk3jyLCnpxtSNMEspQ0SxiHht12QwgjXiZY75nMluAdk9kU51ysj1Qynjw0uGBpuxrTjAzNlkXhwBlsF53vZZlRVhltlxD8H7/M4x/7oXTCrFqgUagsUqJOT89QiSLJEoqiYjQjSgbyLCVNNMvFnNmkZFKWnJycsZxPODo8RoqE5WrKweEJ6/tb7GhASrROSBNFURTc3Vzy6MnrXL58QdfsWC5XhOCYlFUkN+mAGHekwtKYlknikYkkVVDlKa88fspiUXGwWkC7Zti8ZHQOIQVD29LVW9rrDifOse6E6uCMXCpSBL0NuM6ATBg3LTLt8WbEKEWVCMxguHvxnF5UYEbu79ckiUcLye1tw2o5p94EhtHgZqBEYHtTI4Pn+uqWs7NHbHc1jx4ds5hVuNIhHNzdvEQHw/nFBccPDimrFOEdVTbh5PCU+XKB7S9o+12UQY6e2XRF7gdWmWTsO+zmjl09kFaz2CHerEnlnFQFsiIl1ZY88eAs3nakmaIoNEJYJvMJQkFSpDR1z93tFRcv3mW324JMAcHQteyajrpt0H4gy3LGsWe3vmXoWrIxweYVTT8QcOgiYTSeMotIQZ0mbLc1ISikk3C/ZTg/56vnl+RFgfMG+pr3v1oi8Fx88A7TqqLpWq5u7qibhuls8V0Z09/TEw6ItXEqLh0Srdlt7lgen9IPA85Fdkjfd9zf3TAMI1Ip7q4v0EpzcHiM0BlHZ4+YLx9zfLzi4uILcdOuJE3TMgx95KIMjq733N3e03aOEDRd7/YRLocJHUvrcC4w9BbrAi5IJtMZk8WcpCxpxh7dg0GSzA9QsxOKYBDCYwNo78gnK2xZsnz6cYqj15B4ktktRbGimC6wyQyZaWaHy8jP9BYrU262a1rraG1DrhUjnlhDA6IoEZMFyAxZBHqlwRl2AcosR1QzRpURcliPAi8EQ28Y+4HWBgiBkM8gW6DKkkmVMVvMIc9Q0wMWDzNy18fO7zRBbWqk7dGJwXmPzgpW2TFCT7FCUVYTysUKv9sSCLR9Gw07zZbZfIl1nt1uTXp7S5KVXLx8jhWe9fUFbb3l7uaKru+pFiffMCE5V+/tSClpXkYXAIfYyUhRZPEktLkH4dHZhERqFrMF4KimU/ruXZyxmK5le3tJkiiEzhl2CU29YdhtGY9X5GWFJWV5eMZxmnBwUrPbbRnH7wOIkFQSlUh0ouIHLSV1vUOlGcaayOUIMdHcbLe0XUuWZXvirqZra25uIODp+w0hlPgQ6LuOcRjpmgZrA0JoimrOw6dvMJsvuPmNf4SWPkYPh44wNiAU9WbL4zc/wdD1NE3P0A8U8xXFdElSzHj787/JZJIhvOH26pxiMiPRgsgXUFjryaZHpHqJnp6Qrh7G/J9wJM5STmaMTpEnATe2uK7BDjuMnjLubvHdDmU9KiuZSo8SEXzbY6HbkU0Fs3IeK+mdpu9KAgFZ5dhMU0ymVMtDdH4Yq27aFnv1EtvvKJ2KdOLG4VyPzFK8FNzc3tIPHic8w9CRjJqjoxNyJTmYFtR3V9jkOUM/IoSg6XvSPEdJxXxxQJpl3F6/hBDw1nB3fUFSRvBTbzx1Z/FoLj54m+fvfImb6yvSLEcmBTKzJJnHo5ktjkn6Fo3DOejakWCitEMgSJVC6QTvLRKJVBozRLup6Qe0SsmySexUaBqev/M1pM7I8yL6KIC2aei6niTR1LuWsioi9S1IzPB90A83jgMvXrzHcrVkvliCC3z2M7+ND4LN/TWm70FGvkm92XJ1dc3ZK09YHT9kMpuzODjkwcPHCAIPFjnL42NOHj3h3WdvE4Kj66KJxhrL3eVzismUPIE8z1ku5yidcHZ6yqZeE4Lj4sU5Ip3RdR1S5SR5hkoVPnQ06w1mXJNlkuCh6we2zY5CWxCO7fqS26sP8MaRLpZsvOLBdE5XXxPyGFg4Oj3h/vYS5QfOX7ygG4aIhjv9MGltmRSHDNtnsR+uyvZaLstsntGbW4ZhzWJ5EkE/CKrJwGA8Mw2TieXRKytQmmCvubcNNu9ZPQgoJjw4ep123UEYSVJFWiWkZUbdrMlLQVJVtINiMp3z6of+NFW2ZDXP2N1ccXN5zvlXPs/91XPszTmpTsknE5I0R6iEtIhX3PmsYre+jaBXMzAMNXe313g7cn99wW6zjj5350hSTzn2mK5BeMP2LlYBtvU9Qgi26zu0COANfaJJREA4g3SWRCiESjDDjmI+oRBzsm5Hnk6ogqfZ3tN3O5IkY0zzSL4Oivz0NJpTFwu0NUzVBJmkrJsWt/3O7afwPT7h8iTh9QdHFGXOMDZcXV/Tdy1KJ0hTU2UJo+kZ25FZVXGwXPLmh14lyStGB3295eWzr9LXO+7P7/mR1x8zL3O69Q1mHLF9y6sf/hhplpGnGdY5PvkT/xxSlJix4cHZQ2bzGcVuZHt3zsFiwHd3+MFiaflnfuKneeVHf5JQrJgvjnjzYz/BbDlHBsUwdDz76m8hbIyofuXzX+NT/9f/webyGVZoZLHiwZMPcflez677gHZ9xVZ7hrqmWd+yub5hXY9Mzl7jwY/+Kd6/qhnXa0bVkmUJ7W5HPyb07cDli+esDiTb645ms4mIcDXj5r4jqw4ZnODpR3+c8sFjTs7OEEiazlF3HZfvfS224hiYpC3KXtNvzuk3W2aTGWevv8l2c4dMEwoNk8UBr732Y4TRcXjoyRRsrl9wt7smq2bI7S2b9Q3t9hZBIMtShMqx40iZVWyuL8gWKxarh+hEkWaKduhou468mqPqnqKoyBenHJy+wrSaIL1BC02SJcymH6EsCt7+2pe4fvZF3nn3/VjIPp0zWkNZVjSbG7K8ZHlwxOHj16imS4bqBFEccfrhN7n67c9x9eyrrC8uKLRmebDkyaNjZgdnFNWEu5sLrEjIpjO2vWE3BO6674OgCQKyNKHdbdhua+rNHXjP8uwRYTYhSVKMHTDGRztMtqFIFTdX72EdVJMp667DjT3b6zt++zeWvPf+W/RtjbPR3llUU4oyo8hLjLVsd2tmBwdYU5BUJTJLET3oouLRGz/I+QdvI0kwo2O7ueH28pxBrRn7jrvbc4ZxFpO8IUQ/3djhvcUFyKoZQmu6zYZJccDzd77I7cX7DLsah8dT0w8ON6YcPvoIctuiFg+4ub9n1za0bTSv9oPH9ZZ+GJE6ZywPOZlP0XNFefiA6fyIrFwh1y06m+NlwuSVjyKrBdnyETot0RbcZkfZpuTK09c1pC3K5zgbwHXc7izzsxmDc8hBRGvsdc9v/MNfwfQ78qKmvr3h/NnXuLi6ZLU6Y1AzKMANA5ubC7SsKaZHBBfI8oLZ4WPyxZLdtsOFnqJuOX/5Hvf3G2bzFQfHCbPJhHR2wGy+JE9S7NCSZhlFWTBZHJBnGYvDB7h2w/L0FeZaI8sZzfUF1WROwJEoTbk4JKlmJNUMXRvasY1ikWCYzib4cUIwPc70jEODsYZUgMETZPx7g4zpoST9Puj49j5wfv4BIThGY0gzzaSasDo8ot6tEUJiraCoCiazaayG0BIhA3ma0+zuGNo6qq1kx+/89q9yfnVJ3dTfaGy9vnrBOA6kWYZ3jq695cuf/12GvkMpyWJ1AGia3ZYgUw5PH9IOBm8Nn/3K+8jDN1DLlGTwfOazn2F18KWIRc80BEM1mTMMHdOjQ6aHR1w/99R374GUmHHL7fUFrr8n2IH2JgMfKPOUzc1A3/bk3Zbrz8Ddlz+NICBDIJ9UtKYh9w5v1yTtLf4dwXyxIJuUqDQjr1acHMw5ePg6q7PH6LREJRki05SLY+TQ83C1oiwkznSc6ATZ3yG7C/pLwd3lu3R9h3RrfH+FUprQ7JDC48YWqSTNODD4QNCadDpHFGVEjWtFu9uyOn0Y8QvjSJpm3N3f0o8DdqcZbb+fRBXT6YrlsuPw5BFlUfEjP/pxqodvsDg6oMhKTk5OWC2XqDRBBk9bb/jy536Xr/7qL9H+b38bFTyro1OePH2dB6cPaZs7ijyh2Vyzu1ux22xR2YT5bMbh4SF3V7c40yLMFBlSnr72Bh//2A/z5CM/yPHj18k0HB+tOD484Pz8nN2m5ld/9Tf5+3/rr3/HY/p7fMI57u+ukSKQF9Ue7honwtBFHHXwDucM9+PIdr1hbNe8fP6MrJiQpnESFVVFCFDv7pFKUJbRI2BGwWRa0bSSvuvRWnJ/exM9cW2PGXpUOo3sQwMuwO3tDePokFjODZy+9xZ6G7W21eKeehMJxsvVnLyY0Lcd1o3040hSTlgeHHF3PkeJwLi+wGzOEaZBSQG2QwvH0ImYrvCOZGjZffA+/e0VWgJCYmyLsBbvJTJdsXpwiBcFRTUhnT2CYoHTK/LpimrxlMXBY4z1BKkZbIrsFaNN0SSkk1OM6ZFjzzBssFtHu/Vcnd/z8vk7PH/2Luuba3SSMu4T4TqfgYhgnzF4+qFnNI5qco3zjklRRNR5krLerXHWkCYB7wzj0GLv7zk6/WUCgvlixXa7od5t2dyvmU5mHB+uKIykNwNFluOdwQ4vmMzmCBx9u8V7j5CSooget9liTnVXkiYpWQ5potFZgZKO0bQx6BY6TH2Nay4Rww1J2IDtsc0l25sPaE+PITymmsyZzyqmkyX2cMkka1hMs+/KmP6ennAB6LqORAvyotwLFxLKsiTRmmAsXoBOsni/igSo9OYKqTW73RZJoO87nA90zQ4vE8qqQEnQaUHA41yPDwYfJF3b7quqDSEYrOn20j6HUglD3+G9w5qBrjFcn5+TmRAdAmnEfRvvUCLy611a4H1MI0it8TLB2J5Su8i+TzXOOpwHpESI2PMlpUamEhcG2voa62oIkiTJcB6sHUFGTmQxmyLTJavDE45PnyLzKUkZe82WB8fM54dstzXWC4bRMfY9bdeidULTxI6LXAmsj50KWT5lMjukqG4pSkVbZLEP0WcomeNkgdQSaZJIl84LRN0gFRAczjS4cWAYPKaNpXRCqIjMkKC1Zr4c8J7otmvWBGcZ2gZhPffXl9TkBK3JspwkTSiKPAovbc/YtdR1zf39Pfe3t0ggzSpuLi9RCOrdHd45hNacL57Tj460nKGyihfHD3jx3nv0XYvta/AjfdPBOGJIcOmc9sExtn2XZrNgt93SN+/z/L3vHK8A3+MTTiBI8gmJFgid4jzkOuOV136AJx/5Yaz3gCTN83jGEwKdKPq/9wtcX7xESkVVFBgTQ8XGwvL0iJ/+c38BIQN4j/eem5tL2mYkTwW/8ou/QDmpGLwjUwLfN6A00gs+9pM/zfX1FSJ4+u0tb33xLVzb4NsO4RXz6QFlUdL2DTpAGC3b9j4Sr4RkvjgkefphtufvcvboFb7w6V9jogK9d0hAmJEkyfGq5Ec/+ZOkWlLvttxeXqIfntBs1wjvCUONFGBMT+KPOD18RDF/leniiHIyQ+czgipYrZ4wL0/JXEZqe4QXFCjG1qKdQjnJrDgAPKpr8MkCUo8rHSxq3vvCZ0nLjEVZEoQg6AQpFZ/59G+SpglCaFyaofOSR48/jFBiL68HM/RcvPc29XZNu9tQb+8pJjNOHz+hHzxJnhOCYjQjXbMhIND3V+xkxuXFOb4x2DQnyzKCEFjnKKsJbohikbbr0HnFyStPSbVmvljhbKx8sT7WUM4OjuPn3m7wXU1zdUFzf8VusyXNc2azKYKoPLu9veV0u2G7XXN0uEQqSd8PjKONPXhm+K6M6e/pCYcQzJaHdO2GzWaHwNPUNUKlLE5ewe8bEft++EbuBxx3tzeYoUUER9t35HmG6S1ZUWCM4+DBK3jvMeOANYaH00M26y24gbv7HVLlCKFw3uGCwIwe7wNP3niTpJxgraO9n3B7dctsMUWWCT4MbO4vaDYKneWU+YLNeh092UmCdw5vDKPTtK5idvZR7v/Rpxj7AdsqUBlSBISRhLxi+Sd+Ch8M9fNnbK823IUcny3pm4EkTRDB4ZQnSwq6dEU+P2MsViTTA6zKEDqlUTllVjGojE6mGOtougEEmLHH2UCSpzg3onEkKqWYHTFZTDl4sORrz9/io5/8OGW1JAhiLeY48O7ZG6jDRwTvI0S1mvLxn/ozZGWJHft4Qqp3fKqtOTo+2n+WivnBMR//yT/LYDzGDHRtz+7ukrur51EjVZUU1QQvJMHGfXJSVgxtw/rqki5do1O9xx6mHD16jTeJBRHrmytGr9FS4qUlnx3y2pufBBQPjeXm5ordlz9H2/U455johGq6xIwjzW5H1xiSr75Dlx0yGFAq43C1JARJECkq+T4woIJA6ShjD8i4lLOOICRJXhCCQEpBkClKSZRUBAzOxWWTUjqKH/ZeuVJqnDVIneDGEYRE6lgSZpzHG43zAWsNwUdJvLUeKTRCwGyxYFdvsNbjhhZwNO02ii6qCW2ZQ4BqNqdNY5exdZ4sz/HOg3f0XbeXkghGM0DwGDvirY92nwBB5Yg0QQYQWuGlRKYZ1nu8dliREHxUlKQ6xaoKXS4ol8eUqzNUkoOMCHgnEnoDDoXfyyKds3tpRfS9+TBi3IhPFWmq8DojSeISLJvMKWfLWJ0D0PWxuiUEBAHhLThLlsYkMkn0KyRKo3RCUU4QQuJ8IC8nLFaHGAv90JKmHcKNpHmG0aC0iQXkbU1wnqGtGdMMb3qEHUmUpphMyIuKJNFkRcXRg0ckSYp3nqKaorVCpBmT5RFHDx7vuyhi0C0rcnCOvCxZzefMVweY0WCMi/bYcaSpd2y3m9h4msXCc0kswvhuHN/bEy6E6PNCxIEYoogx+gAEQkiElN/wBMQ+14g7d94h9xMu7L988BEFJyVWKqROwDmU1iQ6wXqL2ENlvHOE4MF7gogcxCRJSLMMreOSRSmBdyOMHaZvMV0DAUyaMqYpfb3DWIs3Y/xbADN2cW9nYsuH9C4Wxsp9d0QQKCGQUuK9BESEqyq17+IV+ys732i+dc5Fsbzz+/1SRAzG37EvQ7MGMw54M+K8w9shmmNlAGx0cKsEnWYkiSLTgTQvyPKSJC1weAQwGLt/nx5JiN97F1VWe8EiISCE2L+vgJBh3/Ue9p8ZSCGRSkacodI4ZVFKkWgdHd7BEazBmR5vPIMEK2PVTvAOn6boEFM7Uqm9GDPWh7oQ4rjQGh8cUguCiMgO7wxSSHSSkKQZPsT/lfceYwxtvWO3WbPdrFG4WO0kJE1df1eG9Pf2hBOgE4XWktYZgrekSYYUgjTNCICUAjOO6ESj9n1h1aTCD2Uc4M4jgiXYEWcGzGDpmpphNAxdwzgalofHOOcRKiGgcEGSpLH1Zz8XYp+XD+gkxwqPTHJ0NkGlE1RagdB0XR+RcGmKkoK+28UBhyf4/YSzgCpQScSve+sww4D1I0orfJAkaSQVez8ythuCGwjOIEQMpkSndUQCpiog3Yhpa5j0CGcQ1iC1x48OUoVA4MYaP464occHQb+7Y+jH2MTabXG2RSlPlWimORxMFC+efYVXXn3EwZEmiMjs6bqevm5IlY34h+DQSQZCkGU5+Dj5fd+jZVzuCSGi3VUn5HlJfKrHO9g5j/TxS/iIzmvqjpCGKPWQaWSQokmkwose5xXWBlIZGG3AOkvfW7xXBKlwdmQcHM5CCAqQaF2gVI4IEu88w+ixLt4vZILUceVknWMYBna7miJNQApEgLbrvitD+nt7wiGQUsUlZQAzGpQQdF0Xr1ZSxbpBD9bFSBhi/xwpESEOEuv8/goZrao+BKxzCKXJy/iB5nmGMwNSSiQBZ0eUFAxjj5KaAHFpEww4S7ADWQIiGIIbYb+08tbixx4jBabZYpyIDZU+RudMW2PbNWOzxvQtqVLotEJ6SJMEHxRSFaikRHqNSqq9QEQSQsA6gw+CYC1COowZMGMPYcQNDdv7q7j/dLGwuCoqnDF0XYt3cWltvYgnIAtaS1Jp8TqQ5jlVnjOpVPyaLSknc/KiwuOQUuJCIEkSZIjtLsE6vOmxQ0vfJuA91lncOESPH5Fi7LzF2pFx7OPyNniCCCR5XD6L4HAhoBJBEA4fRpwfCH7AOMfYwxgCQVik8GhVQapJM41OUvIyIy8ylFIEKcjLAp1ouraN/XF9zdDvsENHkqRIYRHCxeCZCBg70Lc7umbLOLSMQ0PTKpTWpElCnn8fJL4JATv231gm+eCxPnB7fcHi/Hks8ZKS3XaLVIqqLHEumkqTrMD0scLdGYt1hs1mzWx1zN3VBaO1aKWYTBds764ISOzYk2UZWVHQNA1pltMbA1LjrOX8/bfZ7DZYY9jd3YIf8W4gGE1iHdiBYAxDHWBs4xXVsJcOakSa7YtrR+6u38e7npBUJNUMb4gNkrpklCXrdUuSSEzI8XKCzBSKFGlapNAEHUgyia4OUFmJlJqmadjd3mGtYxhalIwlT84MuBDzVkJKRpcwmxRMJhVlWaIUmKGNyywpyFIYbUNWTun7nt3mHuujpXQYemaLFcE2OGfxPkclGfebNY0ZkYG4dB0HpE7QaXSqG2NJs5J6t8UJRds29H1H29WgE4q8JARBmk3Iqgon1d4fHrvblYyaaYFDCo8UHtM3uOBROiXLUo4fPEQpSdPsKKucrtvQNg1NXe/TOxCUiPQ0CdZ0gCQvMxBVdIiXKWUmsaah3nmSNCXkOVn23dFViRC+OzVi/ziO+eFpWD38MIdHR/zJn/rTHBydYF3g5uID/te/+d8SgidJcqQU3N5cIpXCe/g3fuYv8fQHfjDu7YSK/zTvMEPP7v6Gv/Ff/mfYdkfwNqpnixJnR6bLQ/61n/nLzFaxADj4AEKTpBozDvz8X/+PaTd3aKUJQjM/+hBplpMUBTpJmT18vA+QWIRKmC0WZNkE52M0dexaTD9Qb+64vXrOX/iL/z55WVDfnWPNSF6UhNDz3pc/x9/7X36eosjIsgSZ5PRdi9aaxWyJdxZ0QnnwiMcf+3PIJAeZsVodkKY5PnjM0DPU10glSLOcEDSDU6CmiGTOaBwHBwtefPCMvMiw98/YXL5NGBu8MTR9wytPnvArv/g/sb59nyQvGbqOfLLkL/5HfwUlJJnWjAGcdfzd/+Gv4ocdzo5orakWh/wL/+q/g0Mw9juC99xcfcDnf+OXcWNEmguZcPzko3zkoz/EbHXEO1/+HF/53GcoJxNUuSCbLZBKslwesDo8QicJBE+eF3hv+Mpv/RrXL9+G4Pln/+V/nYODQ0zfMfYjX/vCZ/j8Zz4F3rC5v2N5eMqHP/oJkiTl5uqcrl5z+eIZaZKwOj5F6YxyuuBDH/0EVVWQSCiK2F2iBeyalv/5v/tPPx1C+MR3Mqa/t69wQqCVjnJ32G/C+UaVgSRizr1332CAxTb6jDTNYjkSkr3TliTJUUox9h1m6JGCSARWQzSseofeg2a9MyilGc2A1gFnB7zp9porgUeTKI8QHvBICcl+vxnk3pzpRoIzUSLhA84Y+t09Y32LadZ4M0DIYmBIaJTOCUGCSBEqjZwQnSF1SpAjXgiMczEAZB1ZAA94Y9F5ineGtjGM40BXr9nefICUASk1WTbDyYy0PECkAaE0zpR4MyAzRXAm8v9FQKoY0EjznCwvUEm0DanEonQMNgjvSZTAGoMdWsZmgxt2OOcwSpJW0xhM2QvrAwH2QQsEqESB1BSTCpVliERhg8X4kWFsUCpBjClJktJ3O5o6RSmFVoKofI9RZClBiLjn1mlC8AYpFGmekWQpbjAIGXDOEELcXwYcIVisG5AyLtOtD4i2pu9qlAoELdGJ3scRNGX1T8gP901Q5/858O8B1/uH/SchhF/c3/ezwM8ADvhLIYRf2t/+LxEx6Ar4myGEv/Yt310IOO+xxmGMYRxHEHF5AgGpVGyZdwYfPFomgCRN071fLIajhYj7tnFPbhZC4pRCa0VVTbBji9YKfEQSSEIMxBQaZ0ecEzhr8HYguBHBCDJFvxonnAiR/qsFKAI+uG/wWMbQ4tw+wmpHgulw/Y5+d0ffbJCJxgdJQOO8RIgMH1KkKlFJsb96gVAWqUT0ghMIKIJMCFJDUEihaNuBptlGlfL2lm59idYCkEymFqcKJjJHhgnVLKcoSubzOfPZjMbfo/wxwXaxSqPeMJ0fUE4XZLtp9H8HQZ5kpGmKG0eklAjAO4tzEcjrggchYmolhH3ASXx9LMW9GyJuqIMDLQlKIbMclaakRY7ew5OECAgcwRuCG3BeINEEH1ELhLi8/Do6QSea4PS++kjHJWmweGdwbsS6mBgPwYHwcZ+rIuRJChjHDjP2mFHG0UuMDksykqz4Q0ynb338UVHnAP9NCOG/+r03CCHeBP5N4KPAGfB/CiHe2N/93wP/IhGZ96k96vyL3+rFBdE1RhAIFQcWhFjt//UQNILg/T4FEBsFg3cIpfD7aN7XJ2xMEXiCIFpusgyBQSmFlCL+LMC5GIULkf6DEMSwuc4oEo0nQz6KJVYuxGbQYAeCEuA9QugItjEG7/c0q334nhBVxtYanPN4JEiwzu1THDEf533sKgeJ0Bk+WIJI8C6A1tigQJVYL8iSCicUQXt0mZEFhRSSEAw+QDE/pveaYnaCyk+YLFZUixPazjBZTBnbG8q5QTJieoPVGeX8kLxa7iOqAiEjbi8g8QG8kDgE1nms81HotE8PhIrTIaEAACAASURBVBBwPqBETN+AQCi9z53GE2DYpw+UTqIxR+tvWI+kALzFjZYRh8nSuJcvS8YhRRALF3zwEASjGTHOMloHQRBEfD2ZpIg0QyQJUmuEVMgk2bvndKRk73OKxhiapmYYGrQUSBUNPNOqoprO/hBT5Vsff1TU+Tc7/jzwCyGEAXhXCPEW8GP7+94KIbwDsMfo/XngD5xwIYBz4B0olZJlRXRFhxANON7jfECKqKXK8kjHqrdbtpttrFrwIVKPjcXamLPSSUoIjiKPkSxChg8xkib2EUozDpg0RRD5mEmSUlZTsNFTZhxYM1K3XfSQDSWmf0gsyJAIJRn8iPOWIBRayXiVDH6P+d6vgqUg4JEqYN2AQuAZsX5ktOBdTggBlST40SPTAjt4ZJJi0FhV4ZMUOV0hSJhMA1or/NjjuzVdu8U5y3JxwqYZKecPUdkUnU5BFch0gs7nyGzBJE3IM83QDaR9w/zoIdXiEJXH5ZTwHq80ow8YH0iRuCDxIqYz3N7jHa9kgWHoQelIGBt6nLU4axHf6NQPCBe5LFpKtFTkSsWSu7EnCMFoDWGQdFpizYC3c4KNzNChq+OJkYhvKHZxn0lQdH3PaE3cP0uFdS7WnxJPfnlRkBVVzPn5WFjtvYkBIjOSJAprLFIpZpOKajb/Q06BP/j4TvZw/6EQ4t8Gfgv4y3sxx0Pg13/PY34v0vz/jzr/p3+/X/p7UedpXpFlkTB1+eIFITiGIRYPr44fImUM22qlmC87pB4RCH7n13+Z+7sbnr7xUYJMWCzmjIMhTTW3t9e88vRVbNfihcAOLWcPn7C+u8ETePsrX+Dk0etkWc4wDixmK0ZrSbOcT/7z/wq/+8v/gLyqMMZSb7f0bY23Pb1OOOxexzhPVsxJdM7d9RVmqFFaQLBxK6kyhvSI1esHXNyPqO1LzLilnJS4AMaP1M7w5OOfZBwNNiS0TY0zMWcYhoG27igRbK5ekL33RZL5A1wqUcmEh688ZbFYUBU5wXRs1jfIENAyRV2tSZM5SSrYNTveffeett1R1/fsbq8p88AsTPBBMFkesd42LB98mFdVzMO1fUdvPF9561382FHqgDeWgOLRh3+Y8JEOY0eyNwuUTnj+7BnWjug0jRPMWw5OXgfTsb27wo6Om/ffwzQ9s4ND2u0aHVT8u02PcFG22Aw1F8/eJtGCYrYiTWJB8zgYJvMjhJS8+6Uv8u4XP4cPgjQtMcPA6YOn5HlGkiTcXl/vq308WmgODo9IdE67q7m/vWG7rcmrObfX97Rty8OHj4iLJcnmvuH2+o+34/tvAD9HPEn/HPBfA/8u3xxp/vvVxXxL1LlKi3B9dU7X1LT1lgcPT0kTyaOnr/ORH/6x/SYa7DiSlRO6tkEoSbu7p7l7Qb8+AJ1BKRCjZxws58++xp/46A8xdj3tMLC9f8mH3vgR7u5uGcaBt77wGb76uc9RVSX90PHw9AzjRyazOa986AeZL05Bakzf8lu/+g+oxpZgWnZNy/3lC4SAcrpCpBXP3nqXsb0iTQPB9xTlhKw8ZDfmHJ894df/4d+nqzcIaZgfn+CFoB9hfjDjtY/9GN3o6XtPXVvsUGOGge16zeQ4thUNziNyRb6YYFVGayytc4h+QOYJ5WxOlTbIEBPvc6FQlKRpihdb6ramEClds8Yrh89KXD4hzQtWx0vee+dLHL7xcU5+4ONYb9jWW9abNV/9wq8gvKfQ4Lb32NHy5MmHcWZH2+xI8wpnLe+//WXM0OKCJ00z8I7j09ewY4PKU5TMSLOCm+tzbu9e4saBTMd9t7MtahRkaYLpR7Ry2GFgbBVONYS85Pj0jAePn6K05p0vf46L5+8QhKCs5kynS55+6A0msxkHx6d86bO/w+buKjrWtSbPFE9f/TBd2yHFVxAyQaUZfb9DSs1sNkML0FoRvIsUse/C8UeacCGEy69/L4T4H4H/ff/jN0Od8wfc/k0PCcxmBSL0XF884/L5V8jzjLya8Ymf+jOIvZtMSkXX7hAiYKzhV37xb/OZT/8mv/upX0MphTWGfhjo+oFyuuI/+Nn/goBAJQlpKhj6GmsC00nO/0Pem8XatqbnWc/fjmZ2q9nN2aepKjcVEWPjBEVEAaQEIaGQi0RcEESkKIm44CK5AG4ICCkSEJSrSOEGCSlGRqJLAEEkjEIEMhIJThxbCbHluDCuKp9ud6uZzej+lotvnGOHuMpluxQd4SEd7XXmnnuOtfca3xj//33v+7z/8Z/5N+ls5V5rUozcfdMwL5Fue+Bf/R3/LG57hdGax7evqCUyXS7EEHBdD8uFeZ6JwyNGaTYspBppmys2m+fsDte4foN78wkvrmf+5//tv2WzOVBMR/fmI4y1VHuDq9/LD/xj/xRd2/L29Us++qUP2fTPefPyJUeVOR4HboxmDBeahw+5unlCFxtcu6E7vaLNI8vlNW7/kuH8Mct4QulC6z1d3zOeIjur2R4svtmTZ00YPbFUIJOGR9KbkU/+7l/nS195l+32iiXMbFvFVfX8rb/71/FO8WAbdK143/H8n/69opZRlZIr88Nb/p+f+QnSMrPd3zAdR9750lf46g//EAV4vHtNBe5ffpNhert2ohXKbmk3G6pRuJ2g6bwy7Bov+k1Vcc5zff2Ep++9z3vvf1mirUplOR3FHpUju77h5vqKGCJvPvoGKoy8/sbPskwjT569YOo8T2+e0TeO6elTlKrs9wemGNjvDzx9emCeJDTEOst3yfD9Gyu4z3IF1v/9l4CfWb/+K8B/qZT680jT5KvA30KefF9VSn0P8DHSWPkjv/aJYBzPaKPo+pawVJxvmIaBy/EBbYwkhHa95Hl5h1Ka977yVd6+fs3dq48xSjEv4XNdn7mxjMMgDZgwk6NiHB9RWK4OHfvra5bjS/mnqbLnKCUSw8hHX/8a1+99L9UIgLYaT9Ye3ThJ7lwGqlLEOBFLptvuqN6z2d+w6XdY59D9Fd3NTNKV/dNbts9vmEPGkPAOil4wdeDVN3+Wq8Oe+fEtrXN0Drwu9HphriNtMSgV8CSaeEFPmk1TaAt01UBR6HCmhgs1jRiv6LqWbmvEDqSUzN9KBpPRdWI+HpmGgXmemRqYHl/x5hv3LFfX0tCxFrTlS1/6Ev12Q+0OMjIwnv7qmnl4gDSSw0ycHtltG7I3HK4OXM4DXeMJ45FUpdmljWGZF7Z9T8mVy+nIy7dHDjdPKKWQ1CwYPuPYdlcYrcjzIF3mVDk/HnnNh6smtnLYXaM1nI53xHnizScfoqrmfD5CTmjlaJotpViOjwOPD2eapsU3W/ZXhZsrKbjdZoPVBlUhTJEUEsN5/I2Uyj90/EZR579PKfU7kGXhN4B/HaDW+rNKqb+ENEMS8Cfr2jZUSv0p4K8iY4EfqbX+7K91bm0MbdOTUqRrenLeSMdLVY4Pb3FNi296ai0cH+5oGseyLKSwQCm0bQ81s9kdGIYzzhu2L/Ys07C2qitsWsI00XR7Sqk8fefLvAkD47RgbMvlfJTmTWl5ePua2w++Ste3TH3H1dUtyyhiZGctl+MkmkwNzvd022vynGn6A932gNKatt9hlWRKP3nvH+f9Z+8QqsHmQg4zSm3od9ekS2KOj5xefcz9eSZf9Rw//Ig0jkx3R6aSmMKCbl5wuSy0FMwMSVVwWm5x3vB4mhiHgabzDPORJ9lxHhN9I1l2cZ4oMXD/4WuWeSTlxPl8ZnSVx8cz83mQ/U+tWCPNh/PdW8I0YLaZgkZX+KgXiGrbOJmVqpbd7QdY4/GuoZozvt+zLBFlLKoqSUxttvTPG6bLmek8EOcT109k7JNDIiwLUxlovIeShGMTA0bPZBTaeLRx1FJYlJMxRbuHZktQnlIKl1jw1mE3V6QYqbYlFHg4PuC8Z5rFpnV8fOA8jTzevcU6x/HxREqF3W5LSvHXWVq/+vEbRZ3/xW/z/j8L/Nlf5fUfQ7IHvvOjig2k7zqc1YRFMU4zb15+LOr9psW5lrbfcH/3ms2mJ6XM5fEtwzgxTgvOaVKUga1Klfe8Yx7OhBTRWqHqAVRDmAuX44jzW7TuSalgG4+2B5QyaLNnPB2J04WkMzXO7PdXXB7uKLnBaIcqwtwouVCiIgdFCZU4JRa1oK1h92yPtj2lRnbXL9hfP2OaZ+oyMowBZyvDKfL1n69sGsP54Q3ncUSV94Rs5Xtcl8FvUKplzg0manxWTMNECMtqqlRQYbk8Mp7uiJMmxsTx9Yccj2+xytI2MnQ3Bk6vPpUxi3aCsVMa4xqm8ZGUJdX0M5uR9R3KOJRxgMIaxzLPqFopIVByIo4DtSi0d+IrTIFlGjm+fb02uxqZTS4L212P3yjGvmffL7QbkYfF4ShhHVqTw455vIiYoRTImVTFlIoWSKttexmuLzNLyjyejlAU58vApuvItRBioN8dsKtxttvswC1ocybPA2EeKTERU+bNm7eUDJf9VoJKvgvHF1ppUkrh+HCh33TcPLmh9x3tRtrew+VE/9ksRyvuXr9i7LsVXd7w5Nm7NF/q6PsOKljrgcpm1+OdlWF5ycT5jHGN8FNeX3j27AUvf+FnGC8TnWtobUPbtVjvMSXRWUvvPaXz9I1ht5EoYWVadv33Y62TmVQtpKyI9QHvDRBIoZCPH5OLYZgCV/2BjfOYPKOVodosBVsi05szWSvGccS2VxACdV4IMVPjSAoNISlUUSxhoc+Jh7t7tEvUmtHa0rqeNI3M5zPdzRXzEjFtj6XBqQanHRppDJQE++sr2m7DOC1YHcm3T7gPb1mW42r/Gckp0nbiPdxvW4bLheX4wDFcUDVhrKWgsFphfUPbbxiHM8rANJ6YzkfQlfc++F6c79huv5ebmxsuxztOj284Hx/k3DVicVidSXEiLWfG01u6zZZa5Ka0LGesSrKkNIZpOJNSpCgjI54UUVphG0sk0R9u8JtEs9nhm56kIFHJWmG9oywiUBjHAescOcd1nPRbhNqllAhNoVJyxmqNUQqjEZX8IpKkmiOaTJoHirG4TY8x6/tWdfg4XOj7nnkcePnRN8hFlPNd16yi3gZrlMiAahaFhsoy7C2BlCqnx3vG4YJSlWGcpfHSbqhZfHQlLyJH8w5tGkIstLmhaZ0MVseZ09tPqFiWqPDbPcP5QspR2CBuA0XjFKLmz4LXc13PEiOpyKywoEXSVStGZ2IYGAdHiJXONdRSUAZSmkh5kfBF7+mwXN88Y7e7QVVDqZnL/RvSLObL8/GeFEfO5wveQ1gGqqoCICqFGCdSXOi9F5uQ1qgcSdOJy3yh8Q7jPQVNtRaUwehVcKwV1miWOON9g7YatMI1XkYO44UlLszLDEaL4VXrVfi8kEOg5oRWhkIiLDMxLjxocYdgNPM4kEvGtxtKdHQ9eO/xzhFTwroW5zUhJOb5yPHxUTq2FRqlWEbBmp+PR9quE9mYrqImUr8FDKhaK/pNgwL6rqMq2ddprTk+vmSZJrQRe8Y8nlcTZCWv/Am9MjjmsGC0YZonttue168+JYUF6z1p7jHOMF0uNI2l7fb8/j/8J5hDpmla6eqNMgg9P9zx4//Dj9L3Lcu8CO/yfCGEgGs3/PDv+edAaVIqpLBwOb9iHmdSBqMN1rZo3xKmC3E+s+8NW62YpjNawaE1oqS/XAglYp1DqS3z/IhRDTEOaGUYTneQHlmKxW+f0u13QqpqLN5mOj2i0kh5HLDDI/1ypr4eKHNgOH3KZXykVIdShiUsbLcb2nShDollQnLZVBVm4/GeeH4rahvr0MZRqqeEwOXNx9QC2+sn3H36IUvQOC+Dem812jjm4ZHD9RNq27E7XDENF2qKfPgLP0/OCeM8u8M118/e5b3v+0E21y94vHvNcDlTjSHMiawUr9+IOD083tP3G9q2Y5pGzDSCUmx2e/q2X3WbEp4yXy6kGESel9La4q90mx3X10+IKbLMA+Nw4Xw60vc9Tb+laT1tKzf6DvHuGV2+K9f0F7rgRB6UqEBIAaU0dnUKSySTOMIb35BjQ8qJWqSTWUoV9IFWq8xLi7HwJAyLnAJN6dA1Y6wiLBNtsyPGiZwD3lsqEaNlKWVMw7xMVK2JKZOqJuZKyBBSpcbI6XQvT4Ig+5XxcmSaZmxscNZRvCMvJ1KcmMcLg4GaZcPunKFpPbWICxoyxmpyEY2iShlVgkjJlgu6qZhqIJ3xeoLEKjtrsEjTqNaFmgc0M/M4yRMJg1YJrTUVMLZSa6BrNefTwBxn5nlBq0yKM6fHtyzTaRWAK7RtSDFgqCRVKLWim55pHICCa0WdUbLDecFiLCGtSzPJbiNl0cVqBQVCzISYxLeoZClqm0jVBrXMeOtw1tNYK9iFZYaKIBNrBKVorUZVUe0Y48SFvyzEeSSlgAJct8Eag60Zp4rEXQFuzYm7ur6h3+2pz5+ugotZpHc547zl02/+/d/0Nf3FLjik6FKM5JjwbUPbNhijOWURx5ITyaxKjpJEX5d6tDYSthcXtCos88A0TiRrGC9H4XFQIAd86zifTtSa2R1uCWEBLQLkrmnFta00tSrRMToDqrIsi7AwlpmSFsLa/cxZ7oYpyfcjSvlEJaGrgFTnyyOz0aRFlmmN94zWkHWHIq1hJZYlVZRriUVTlEPZFt2AbjaoonH9DdVuSaqlVA9ui+sPNM7ROI/rT9S0oJUhLon95sA+RSE858rjw1uhYM2JZW14LIswOkupVDQhilC4rAbQplQ0GasErmRzJiwCdjVa9K5aKYzWa7SzQjmHMQ5nHUprZi16S73qUK3WKO9xxomAXClR9ue0/pqlmLRoRBVVtKopUxFHtjViFHZo0VRqg206XNdTS6Htt+KEsJ6qLSGuf995JufEPM9ULaQ0v3ZDPyu4pvktwKVUCja953JeGM6PlLpB1YxvW1IMq4M5Mg+PNF1LLQIJVTVxuLomDIGHxyNN65mGIy9fvuLq6glxmXHWir5RW6zpCcsDi8sYM9Nvn6Bdx7zMtLvnHKcHivKkes/j/aNcWEbTNBuM2XC5XCScYlpW7aa4u43pqXUkhQVVC855uu0N82BQU+R0mohpxPuW1BpSzehGoZTF+Z5QFGMMjPdv6RuLUQ5UT0iGXMVlsMwBu8yEaWGaE/HSMp0e2O623N48xVlDu9lzOV+Iy8wlgfGGnCsxrNrRnDBWg06UtKBURldFiBHXXNFvOtFRZrkRhGkm5Yk4X9DWsb1pMNtr+v0N1rV4rShhhKqZLkca32J8K6xNu4EUOB8H5nmg5Ei3u8I2O56++IDN7gnbww2X84lpPErRWkNOCd80zPMCJa+sG7M6ARLjKDYqpTXLciHG1a2gDVYJN2WJCZ0UNsOyCHJjmSe5lqiElPFolHHkqihVDLtkiOm3QHpOLYUwz4R5ptiCMkoYGYsixSDi5ZwwWokSP+dfXtLNM9Z5SsmEZZE74UpqLjmRVwsOKMIiAX92FhVDpVKVKNm11bjG45uGpm2YhjM5L58r2kvRzPNIrUUUElXgOYq6preJgq2ufx9pfAhezijZkOc0E0MlU2GF7GAqRRuqBtv1WG+gGgqWGjWxSuZcqomQAlRNqVkQDPJMlWxxxCmvV5E0Sp4KMWRSzIQwUWtimkdCDKQws8wjoUBMCyVGUlzQK5IQVT9X+osR1q7kLzmr0K3E+5azULGdb7CuwbkGcJSAoAOTJZSIRrANbdsJBkMonb8MgCqVFIKMBGrFaCN4jVpEEJ0TaIPR0rHOOZFSlHGOXmFTylAR75w2HutaagFtEipLG8o5h3eesZypanWVlEpYFrkhfReOL3bB1UpKgWWZyamAVhhtcD78CrdAwWjEMp8i8zQKXWqZSClyOR/pNz3TdGGZBm43e1KMaJCLAeEy5hzRumX18SOe14JCfFMpyx2/oEBZ2X8gy6yUAtTIeHoj5tQqhZtLIOcglKqqyCWRS6YiErScMyFknG+xSFBirQqrNMqscJtaMH6DskBR1CiMEIWSC0hLty+nIjQupGmANmIyrRWsQzeVZlPYtFuK1thUiTFTjabkQC4T8/JIXZQsx1IixoWyRFKKArZFWDDaiH8PY8E40EZguVb0iE6Jbclo2U+33QZtG5l5TYGiVlxfLdJwSpFlmQkhUlarTy1C+soxial1zSeQWs5i6s3l84L8/AapDQqR/BltcK7BOrH+FKrsY5VaKWZCW0sxgPksFnpmmSdAyQ1lRUZ8t0rlC11w1Cr8CgPLMlKUPKHkH2FGxgWJJQUgk1NiGgbeefEe1ze3LPPE6XQUlULn0KpwXZ8zDSeicZTcsdtJ1FQplpvbW/bXT7G2Q+FkiYIhhUKsgcvxke//wd+FMYam67i92TPNmfv7B4bHN6iaIQVUESCO1RajpGlTYyTrgNk7dLMhVYGZzjWy7Z5A28kPWPcUDctSyAbmWFGuoTpL2+4oU6LtDuyfPyGbBr9/j/7mmnkYmR8eWErhcRxIBtxmi9LiCZyWGTR4o6m6QXuHyRkTJ9JY0L1nus+clolLTJQYBcsQCrY2eKXFn5ZnfGtI2RB9ZkiJ5nQhlcxNF4ksNEpR58Ru29NtrpHLbM3NG2Y0hXZzg3Ye4zt2V0/oN9eytyLjmg4bAuVUyblgjWe7v5LwlnkgzqNg0qeBkgVO5FzDpt+jEdhSiZEljnSdrCy8a7DW4p0X7GJRONvQXHnh2Gx6coGm9ZKnPk+UtO7j+y27/Z63L3/zuPMvdMHlkjmeToQlsiwyT1IlrZZ6GThXA8YqlLZYJ1gApRTTJHrLMF3InWeZFuKy0G8l9tY5gccqo1iWgHItqRqOj/f82H/9F5mXBDXStR2Xy4RzYvj8vX/wj6CUxntDWGbcFLD9FfdW8/W/879L0aiKbXtce0WKi8xxUCxTpDkL1dnolikEzqEwV4WphmEccMZI2Ig2qFio04AxFq0srumpxuK3W7ZPnlGtp6oeZz1jicSomUhMYWapsLkqGKuYCcQsNw8qNNpDrcSamMPM4+mOOQ5MqZBMS20Muqks00jylapbWRxHMdTW+UzSoH3L9PiG+fiG/dUTVFrEXa8N1ojZc7e74Xy6R2lYxiPTHPFty807T1Hqucz1+i1pufDxL/495mnGe8+8zCzjGa3BaHj6/DnHhwe6rqWsbM/GO3w2JG9AFZZlFL+jFsbkZ1sC6zzayvhIOyf54Mcj3lm2u56m7znc3PJwd8dwPlJLFnlglfnvdnf4vKP5mz2+0AWnUITwmS7xgDWGZZoopRDGcYWJQi2KYbxgjCZXS6oWqzzVdPSHJ6A92/1zPvieH+Dq5ilaG5YQafod26sn7K9uuXYyAPe+4f/6mz/O6fGRrvUMVv6hk9H4rue3/9APyN4yZC6nO16/+hSlHctW4D2liHeuZGFker8TiKuWbtd4PkJaIFn67RVc3XC17bHGgHGYNFDSmeNwRqOYY0HnEetfoEKLci3FbRhLxOgO7TbUZs+TD96hvXlB11tRW5RMsS3TPHB5exI2pDYc1YDNn1BywbWW+Xyk6IrfXfO8v8Z1W5RxuMYwHB/43pef8GK5oGumhoU4POBNImb4vs2et9/8+wzdNzFmpHl8STENi9Zc3zwhZ8P+5l0u57eMp3uMNoQ5cLh9yvtf+WF8t+Hq+ilUxZtPvs4v/OxPMp4fcc6LJjYJriEuM869z+nxNbUWYhyxVmNdy/7qSiCzCOphGgcZrE+jUJdLQGfN/DjQd4Ir997ifaXbeA63NzjXEGPk8eEt43Cm77eCZygCkT1c79muzoXf7PHFLrhVafKZrKaWTIoyjzPGfP6eXPPnRlSUWtf5hXm6sCwLUU9okK9joN/uSSlRckEph/U9vu2wzkkjpaoV34DAgBDcgbGOfr+nxAwm0uZI210w2mOd5BakGNGtpaiIcYJakOSYitJWlCxxwTlDLAGNJoWRDOS0QF6kFV0LxnmMFvWG7Tb43RWu29MentJ2B1y3R5ktXb8XNIHvaTshjMU4Y42iFP85GMlZT04RqjiwtXEs45lYFqzeiGzMWqxWNEZ0lq7tZL9aE9VYKJEaL6ALVQmgSWmJ17J2FQ/XvCIQZurne6WBrI244bXQks0KiApBIohjnMkprtTmJIiGpkGjaDYbfNutECBF0zT4rufm9pmkD9VMWmbsyqyJOWOroNyd86gUVvdHptpKKVUgUtashGrJOwhhoes3n9OujTW4xgkZ4LtwfKELDqS97pwlxZUqVUUmpLXgqSmFkiIoi7IGRWWZR4yFHKPQmrLCgGTK5YTa7mR/qLWIn7t1r1MgxkxOhbAIc964KiBYBc4JRSrXiLMV7xuapsMogzENzrWgM7ZvKcpTizQGakXoXkq+b0E5OOI8U0PEeumghXmRp0eqUA1oRaoWnSHrBtXsMNvntNcv8O0e3x8opcNtZe42DgPVFUoZKatwuLUtIcqFZ6ohxAFHJMWMDZocsyR9FijaoFyDaXp8v0dPM7Y7UJSjpAWqoZqJ8XQnIZYZzg93DKdHwmZHqwwaQ65Zmh8pE2NgmQbmaRDyl2lW5ot0IYWWVlbpl6HtWhEnF7khmiqzNUUhxUU6hzXLUtNafNuSUxJJ2EoHU4gO1zorDaymoVTpGOcSUdpjjfzZpu+h6jUyLIt0rmTheKLQRshw1v8WKLhKFfW7WdF4VR7zta7FFCNawzIvuHZDrTImqGisa9YunsH7RlwHq6lUiM6alBLTcOJ8fEQZg7VOSFJKiXfNaJpG9oTGILngMZHiZ9kDSpBxgNYVpfKqv5Ri/ozvwWe0qlrR2a4WHoXvOlLJKKNQxtH4FlsXSsqiOGk2eNNyuH2H7uYFm6fv4zfXbJ88x7kNvj9Qa8Om3ZBTxjUB5xIproP2WrG64Oyaodf0Il8rYuZsOsN0vEOXgvOGEhIKgaxqXfGNULSU01Aa8jLhbGa7b0kp0nQb3olnLs/fwR0O7Hwj6PaYabymcYpN79lsGlTpRIxgGpq+pe0bAbTyWAAAIABJREFUfNvh2gYbAyjRsC7LTEyJEITS5Va5XpWePlpbvLZY14iGssgAXNWKUZIDQK3EJQhNTSlMRbSYGnJIXI4nQliYp4mSRJ8Zc+XVJx+zTCNXSfZuh8MOo6uMptz8Xbmmv9AFR62UFKnZkIKEUcRlEdGuk+KoK/TeGi3/2YamawViM8+UmonzjEYLvTlHFqRRInfAwjSe6Hd7lBJKk6xMM8YoVFfEVU5Fa4hhJC6ReQ5rgwSUMTR9z+3zF4RlomlaYtYrwMZLez4JqauURCkBVWes71HVkGuSp2bTofFoU6hV47d71PaGZ9/zg/jDcza37+Hanu72HZTy+O6AqgZtLDUEvGqpdZLEHaVYYiRrmEJi329x/RbbNrjYkgq024bH+3vIGtV2qBooWpJNh/FCKgltIUUJ+6gUlDX4do9J0vxoNltGa5jmkVozNWWm8Ux3agEtbvNahQSljVDQlOhcjbOriLlKGKUxZFhx7BJsUpCRSl1lfNZIKGXTNjKSiSKNs0ajnaNpmhVYtIiowTooSeavrGMUpckZliUSYsJZwf05a3DesUNE4nqN6MrfJS8cfMHJy9a6evvsPdnDVcVlONN1IlodhxM1yz7CaIv1koAjTERZ+ytgt9/z+uVLNt2eEGZ2W89wOTNPI5v9gdsnL1jCjEJiqvbXN/zA7/w9jNNMu9lyePJcPt86Lg+f8L/85f8Mg7gVtrsDyqzqeDy/7w/+K8SUmKeZ89tP+b9/9qcYQ0UpC1XTNJ7aNUyPH6J05fbFl/DecXp4YKmazc0zVL/lcZjxh6dsn7xP8/z7efL0HXS7p2DRvqNEkZQZ3+O6a5p2R+sUZZo43X2IIzGfjugQ6JxlPj3y5PapPFlzYDx+zHCZ6NqOh7s3bPdbprbHOCfqmxiI8yIyrBq5e/mRzCybFu08lyURL3fk48cwn0jThV/6+Z/BOY+3DePjW3Z9Swwz2/2O7/nqD7EsE/ubZzITM1bEDCXgW88wzXzlt/+TNCtg9md+8m/w9vUnhDSjlSZHWV5Ok0QHv/+l7+Vwc8v92zc0q7ihbTqhcFvD29cf8s1vfp3GW5xp2G633L99xTxdKLXw7gdf5ebp+6Sccb7h/PjA/d1LqInD4YrL5RFVFf12S9dtmJeZ5y/e5W//jR///zd5uZTCPC8sQWhc4zSLQkHWFytmTpB02hjUmgoaQsFQsNZTckYbQyqZaZloWklIqbUSw8L5dMfpeCfRVlRSCShnafQG3Xi0/2WWIdbz8tOPMEpTUsC3Lb7rJWLK9czhTIiJcR4ZlxPjfGJYKlpZtHEYB1W1JNthG03xHdl52Gi0avA375GbPa4NHN79siwhb9+nu3lGUSI3SrkQayUVwHv8pkN1PaFkKJVZW1KpzAh2zhoH3YbabdAVPJlApGtmifNNBdt3YC2RSsyRsCyMpxPeexqrSWgwnmoacK0g4n3PUjTOttBWTL/Hek/fbemuFJuNRjuPdQ03zz4gpcThyTN810LKvPzo6+QQGceBcZopVeO7PTUXlOtRtoMizMlSK+M4AkaaXLbDug6tvWAUC5SsqNagtUdmfhVVNUY5rHZY5QRdXyt8UKkZ4hzJITKdz8yXC65xwj0tcm1J+k8j8rnPI9F+c8cXuuAqEHNGVbB6hYU6h17vajlGMPJk00Zy4UAT44LrOrq+Z3u4Bm3xvqe9dDgj4NhgJGFnGs/EGNFFBMfTeCGmhLaNMC+1FLK2BtduKEWtaaByA9jukyTb5ExRhqorVRuqcSQ0VWWqKtSaJGfOWKrb0hz2uO2NCHWTwfktze6GxW1ou8zu2Tt0N09wV1c0my1LkOiskuOaVycJM6UuoBMpZ1F2tC2maHzu8TnRti2qa/GbDapUdI7YtiekQiwQlWbJheoMRYnD3rgG10gElWka2u0OpcUBrpsWygXdtCjfYCoYo+j313gNzjWUtpO9zzKuneEoP8sYafsdMSdijOS1qTIPA+PlQtftREGzwmaN8euFblBqFGCsES8eGLRxqLXhkmKkpAs5NSzjQF4CyktzpG06+dxcoEKOcnPSSlNzIS2BsCy4XSPzXN/R+obD1S19v6MUZIb5XTi+E6bJBwh1+R0EZf+f1lr/glLqBvhvgK8gXJM/XGt9UOJF/wvAHwBG4I/XWn96/aw/Bvx760f/h7XWH/22J68CVdXK4nyHa+H69imXy4lptFjjUMbStS2n0+MKF1Vs9we2hyuevvM+T5895/HhnrY9cHp8yzzeE5dxlYVllvksEirjCGFh18rFrXNEWUsMibbzONfgfItzayRSDgzjmXkaMNqi/A50g/UevWRSKkzDxBKCFJXWGA12/wy1uSbbDn94jtWKyAPZthRjqa7FGUWsYEoVdEOzwzeKNE4oLDlmktZo5YjKUWOh5opKlbkq+qbHa4evRW5EIWA2O6bzBWc8QTUsKmIUZNMQleE8B9qNuCxy1VQvTBitK8VEoFK1ByxJW6rxFNtIxp12FNMKr78oUtbkZSRGsb2EpDDGMo0RawPL5UwYZ8nNSwVvOzabA5tuj6LS+o7GOuY4UXOR6KtlEX1kLSzziJ86csoyYFfS6bTtBtfKTcFvZc+6vXrK7vaWYV6ot89BKZ593w/x/L3fRsyiXPKbG9yXDmw+aOm7lmEYKAWOx4FpLrx9cy/yte/C8Z084RICev1ppdQO+Cml1F8D/jjwv9Za/5xS6k8Dfxr4t4F/EaF1fRWBvf4nwO9eC/TPAL9LSomfWnHnD9/qxNpYnjx7IQETylBVWZMrpT1fy2cUYxG/5hQlRy6Kh+yz1nQplRCiKMzX5ajSGkpFKScBGlWtMzehNyvzy1/HJWNspOaKMRZjLWDp+4z1DdpXrG6pSQLYVdV420pUcQ2A6P5KitQoSADvNxjTY7TCNQXX7mh2z7H9FVkrNod3Mf01prmSZkMBtMX6lqYDZRbqKsSVH6M0I6wV5zqloHL9HLdesyyjKtA6zUIlLIFlGMFAtG4NxPBYa2gOt3RtR9t4lPbiSzSWYgx6ThQtGAKdJdPbIFI2jZLOoHYsueJWr6ExFm0NKQVpTFkj0QK+YckzyzIRc8AZTcpBchiKCJBTmJiGE0pB22+Yx8va6i+4pqFSmc8nVJip8mNFG0fbb2n7nu3+gHkl4YoChMqUEsmpkFJkGE6cjo8swXOxmjevX9G1G/rNhjZnxnlkCeHXWVq/+vGdQIQ+BT5dvz4rpX4OoSn/IYTmBfCjwI8jBfeHgP+8ypX9E0qpK6XUi/W9f63Weg+wFu3vB/6rb3VubTTdbidzFyVWDMHhdbi2Y7pcQBVqVTS+4/4yShPieGJ/bdlNE7v0Gbvf8+77X+brX3skrcLYECXrOuWMb4SLEePE8eEVNzdXTFPm9qpnmgM5DcSQ2d88IWUR1bqS2ez2aERguyxnYs6gHKbx+L5l1zUctKglKonTq1+kuD1XhwMqZ8IcKGHCbffc3N4waIuyiqubnmw01hf6VvF4d0dNoh01NePrQowFpSdcd00uif2mZXPzHF0W0jgw3L+GlDB1gTLz5GaPTglLoi4DD3GgpJGcClfX75FrETOm0ey2G0qt7A8blF4oCpacqNqypA3aJ+AGdXrFEgMbIvUzA7DObLZ77Hym6xtimgix4LyiZIt1jsPttZiHu5aPPvyQu7tPiGHEe8vp9Jo5DLi2Y7vdU5ERhVJgbbvi6BecUbRe3BXxcWK8v5fI5LzQKrjZbjh0jufXez4m0Rk5N8tAGu6giGA5rUoY626ppuHm2Tu89+J9Pvjgfdq+5+7tHZvdlq9/7ad/IzX2Dxy/rj3cmjHwO4G/CTz/jE1Za/1UKfVsfdt7/MNY8/e+zev/33N8jjo3ztFuZbAZ5oBrHA+v30qCThDHgFKKtKwGzuGEQtFurnjn3aeoEni8f8X+cKCkgbhkzqd7UliIIZJSQZsGv3/Oiy//AFe3zzBW8Utf+xrj7YHzOHL+5EMejg9470ml4Q/80X9r1VlqMpVSEnG459Nv/Bz/5//0l5nnka7fY/yW6bzgdKXoSo4S3lH8HusbqtpyDp5UHO2TD9i8+2Wap1+hxEjfO2x1LFMihTseHu8YLxfM5oCpBd8f6LfX4pouAW8rb98eyTWw3T5lGmaoM77TDOeJbAtvLne4zqEM7PZXHEJiMBV3bAnDI4d9y+PDI0m1GN/QPn2XaZoY9Qa1bTGqEo/3LJcTlgK+hZv3mc4nzqcPUdpDVozDCa1E3Gz9npunz3j98lNKXji+fYVxDdfPXrA9XNG2e7rrGzZD4eXHv8gnv/R1Np0nxBnfSthm07Zsdju++gP/BA/3b9hdCf9kDguH22e4thcF0poOuwwL3hoaJ6qanBM5StKP94I9X6Yzrz78Gk27kSehrVzfXjOFhePdK66evMNlvDAMZ3JJ9JuOtv1HFFf1KwphC/x3wL9Raz19G2zYt8Kdf6vX/8EXfgXqvOk21RvLEjMpBErIzONFwuC9w9q1oaEkR9qv6Sj91onwNgamaSQvE9O4kJ5cc368X2VdGVB02z3aOA43T+i2e4zTvPrbP8H5zpJK4e5DxThPGGM4PPkSN8+eETOEII2Qy3BB1YXd4QpdM1YrvLO4pmHb92LmtJoUDJfziQp0jQfbEmxHRrgkub3mnBypOgyegmWJIzHL0DrZVYGCJWeLKg1L1ehcOJ8ic9HUpdJOlRA9pVRihft5YBxndvs9TW7ZdT2xb7E3PSo1sD2jq+acPanZw+aWACR/gNri+j3zeaSUCDaQmKk4Uk5gG+aqOJ0H0rLgtKNoTy6VOUSmaeYrq4InLBGnLSlN1KroNlf4tsc3PW3br9l5J8qkiCFCjuiqGFAc797gfMPjq49o+4M4RpQAhvp+B1SOpzPLPFBRsqRWmqIttt9j+j1ue40uFeMbtLEyoFfi0VPtnp3rCfd3DMPAK9+wO4yEacA1DV2/5fbpO99pqXzb4zsqOKWUQ4rtv6i1/vfry68+IzCvS8bX6+vfCnf+Eb+8BP3s9R//9ieGabiQc4aaySUKhi6KNtI5hzYW71rRElpJcHn6znvEmLh/+wpqZplGLucLj/cvuZzPNF1P1Ya27eg3Gy7nRzbbjt3VFpSi6x21JlxjuTw+rPo+Q3t8zhIXgdSEgKqFeRole9xL9K5RRi7GMLLZdSgjgYpGa5rNmb3fsOl7TKdxhy2bmxe0T75Mt72i7fcU5WmdIi0D/UYTqCQiTWsIKcjnz0eSku6t90osLUax3fbrXU0RYianyhISc0jocaFtJlzjOS4V027pbxX9wxGz22Fun+OXmX63Z5kDMYn2My0j0/lBpFbTBR0X2n5LomGh0Dz9gPb1p9xPMwnIRpOWAT1fyHmhlizMmTCJaDxFCrCESNWBcTyDhs3umhwjJUd80wBF8tKVp93dcvv0OeU9T/OiJ8dARYM2nI5HSq74/gC6oZTCeHnDPE9cLmce7h755MMPef3qJZfhAe9b+s2BkmWQ3vU9CoPSlZqLUL58C2rk4V6hreNwVWja7XdSKr/m8Z10KRUCfv25Wuuf/xW/9VeAPwb8ufXX//FXvP6n1kiq3w0c16L8q8B/pJS6Xt/3LwD/zrc7dy2VeRzFsBkWahF3b06RBUGXmQqxSpZ2yUnUCVnUIdY5FFaIx12Hd4ZpFBx6KYWUhOyrjcVYmekoa1C2gawx1oN22KYHFH3zlBgmShXdo1lZKtqA8Q3N7gqdJEVVGS+dSdehtEUrjfEZu32Calvc/inN1TOawxNMt6FYTzKWXKDmRFxx5EkpstKkUkmqSpyVEmqxNvJ3W8gUL13DGcNSNXMVHHtQhqgMAcUlRNQwEkLBqspxmTnPMzYnTEygHUl7VGMoxgmS0FqajQRPGt9gmgbvHaEspBzw+xv84Ybm9IjOmQiYsCa/1rwmybrPeSPWemlQlUpJiTDPLNOIqpIFqOrKUqmVkgqlIDpZ7VDaYmwj6ahadJLKNGhVMVWhLYInT4UlRqypPMmKkCoxw7wErIN9s6OWz3SfIkpQJQkOEIMkRCu6olDVkBKE8I8OsfDPAH8U+HtKqb+zvvbvIoX2l5RS/xrwS8C/vP7ejyEjgV9AxgJ/AqDWeq+U+g+An1zf9+9/1kD5Vkcpoq1LOTENI/M8kcJEiYnNQdDhyprPdZC1OFIS58C8LLJ0LAnQjNMENCAiLYz1q8yogAqEOGCzoxZNv9tiDeKtM3l9wir6/RWP96/JtTLNma6ByxSIy4xKFzaHjiUEnLWSm5YDVRnQMqhOZSRrhd8coN9TfMeYFb5oTBL10xIEu9B1G7IqTPORZncgD2cKmsvpgYKj9QnXdWjXkIxDe0fU4taeQ2IOmbAkplSZEnjjMV1Pvz9AcVgnCh1cuyIWZsZh5OHxnhQjjfN0Tcdht8dXg/cC2LUrMS3kQAknzO7A5uqWsox0zkEKvPPwAOOROB75yrvv8vSd7+NyfOBwfU0qlatn7+JcR66Ry+mOvmkou2tUhvv7e6bxQlgmcly4nBbCvPB4d+J4/4Z2s6NxDrQl54TzgmWoRXLijLEsl5HzcWSzbOCFRleHNR2KFqt7+tqRU6UWA9kiYZ/gTEff7ck1gjLsbIsxLTUbvNt8hyX17Y/vpEv5f/Cr778A/vlf5f0V+JPf4rN+BPiR7/SbU7BSr1iZF54wOeZphCyFRBZmxXyZqeSVAano+5YwdygF3rd0XUMI87rnE0u+KPTFtLhMAesSuVaWJVGtIaaZ4TyvhakJ6cjlPK1YhcI8COmqpkAOM69fviWmVQBsG5q2R5uA0hljxPrvNgdUsyEp0CWhyaDXzGtVcV5sLrUGrDFs+h0xVlQFUsRViDliXEKnBRVBl8oyJkzJaCxlmVE50HpLWrOundNUMlMIeNuQtUW5hu76FjU5un5D60WonVLBW4+3DkqRqN5S1tRWoTxHlTkvAZQnNwcSrzmez8yPr4mnI9ObT9E1cpsS928v0l12lpgL28Ot6BoVzNOJsARylETTFCNGGZxzKBLOOZq2YX91xbP3HLdPG3GNaCt+NW1F2IwIGgTBYZhnR60RrX4bOQv2TxGoRbGtCxqFsxJ/WVkz4L0lJYvfeEonnyiYj8Tjw913etl+2+MLrTSR8IsepWQeptW63FqW1d7Bqi6RyOFSM0Z7CkgXMlecFbOpUJc+8z3JBaSdR1tDTELdCstIroLPM8ZILLFZRcgoqJnTwyuZ60XhnQzjRE0BXYIIrFMStX1RGKXQVvZC1VhSDIRpoDYeOx3R8x5tHTkMFKOpRqGM+PByDqKEsJacJmqOxHmghIkwJ2zOZGtRsSGvAm7VaIzpcCoDAggK44mUM/iWpCpRFbTPpOrJMWBUwXtpzyctavxUKpt2R+M9JYzEUSBJsteROWitAV8tpu1hd8WgtXSOxwtxOjOMR0iR0/U1xrRMw4Wua5mWmVIRPqWqxDixzEGcVyWjgaKU4BxSEPQ7MJwK8/j/kvcuobZteZrXb7znYz323uece+4rIjMyKzPLFCwVVFB7Itgr7KkNG4rYUKqvLaEoUPDREhslgh1RmyIJBYJNxRJENH1VmREZETfuveec/Vhrzdd42xjzRmWWGaFVccm6kKNzzl57r7PO2muOOcb4/7/v991ISiMEKO0QWuNcwzdQcntcCqzV9L2jlsqnn/05jBHtMyFBVZgH6FyHdSPWWfwWick3K2XJVFGR+wqKUJTYvHLfxvhuTzghdoOg2vO1G58jp8x0ffljZsS8f4CFxDJPKGOb0XH/04nKPF0xXU9JjfQllYRc0cry8vREiBmlLd/7zd/lcDwSU3uteVmRUvLy9MiP/o/fb81zobHd0GKrckTkgOkP1BCpJaONoQpFyrWp1WujRo93H6FOZ4SxGCmoYaXMLw3QUzPaJdbcMOzGOYR1rTIbV3LKyCoRqWUQyFpBdPTD2ACqxmKlRlaJ0wb6gbEfGuMxZ5zpoApMLeRto8aIQqKkpTcNa1Cix6CQKaGUIi4rNWztPZeMEhqpHSIXaspo23H38feZf/YjZA7E+ZkuR27GonAUJVvznJHj6Q41TxipeXr8ihhWpukRhObhzeec7t6glWabZ8I2AQ0ca41l2zagpaMardFWUXIlhUhFIKl03dBMsBVySqQQ+PTT327nwp1tWpKixM+wukVSyQLZbyzbjNKq7UqkROzyMWc71nUl+D+lxvffy5FL4en5Sj8M3N8fsNZSeaEbT9xuV1JOTREi2hnNh4AxlvH4Jce7O/rDmY8+/Ry3u7mpia9/9hOuz4+QfCtd354I28Lt8sS2rmhrWNeFsG3EnDBKEeLWADZxI4VIiK1aOk03ur7DGIkwkr47o3czp7aOGHeimKjN3lIyMk+UfGYcHjiePiLmSt91jPf3uPFApTBvHiG6hg4ThULlcnui5kCansi5EBjBOiIVOzqU7RoNS1XWZSFu28+ZHFoKSspY49i2QBCJUmDxa0OTK03fn1A4RAVjLZJK8Csh3JCsCGeoMbXVWngkmV4W1HYjb1dM3JimJ9LygqAynB+QNWMoVGMRpSH8ak14P6ENIB2HuzdEHwndxvPjVxjVEkeD33DDQO96pBRsy4yQAllBG90MqwK0LGhtKCkQlyeKlFgJTgoEHZ98+gPGQ8/0/B5nNEoZzuIBJzO9aTrQtUZq8vTjPd34wP2r17x+/RFDN9B1PfPcgjb/2y//51/5mv5OTzglFafzHfevXnF/9wqtJMEvzLdbS7oUbSupjW77d6Vw3Ylu7NhCRsaCUpYQEkI5lNQY0wIcZTEItSHrmVQgZ0ENCWU0y/VKCo3oa7Wl1EwVkm2amzwopyZgZkAIgzE92liG85lSa9P4aUVMGbFXMUsK+HWiO+wl+OHMeHyFDxtOS6zIlLDies1SEuviqUikdchSMdKQc6Y7vIaSsf2BoiyBE0qMOHsgx4igYrRFaInWHVAQJaOEwHYHQpoxYmZdIyVVhGtnR6rGyISooIRqSHAhWEWbeDl7Yqko0zW8Rcl0zu3bNNH4MlVQ099if0qpgOYnC35DC8F8eUKIFm4iarPCDf1ApzV1X7VLLdQY6XODzyrRdIwlJ2oMFCnJtK2nKKr57WrG2kZt/qZCXWvF9j226xvC/K6iteX8qiEqjqfXuK5Dd0e6+cbxfMJYw+Fw5HA8o/aqKKJVpr+N8Z2ecLVW0haJayB2nmoadernpkPd9vNS6VaskI3QZIyhyubWNka3LDlj6awiHo+IktpqUSDHwDCeUHbEB0/nDtwuN0KYcM6RfMK6hm/ru56023KkqBAjIldkkWhpGQ9npNKk1GhZ061Jp5QSpFJBGOxwRvYnpOkx/YgwCmjV1HX2lGrZ1oDfAkiF0Q7bHdGxuc0rtbEaa2hsf2V4ev+eQ4hs6wo1thiAKnBWU0qkpMTpdGJeNlKu5FKJWYBQ1CqQSnG5XLk/HLCmtU2UkChjOB7OrCqRqA2Vpw1dPxCVRNWWFJS5MZzuScsr/PxE3GbS9EJJqTnoS0EKQY6xoRxqQkkFOVOi31ORDAgJuezczYJLgSogxtrOkSXS9T2ua748IQTWOrRteQfCNN9iujw2LIKyHN98Sj+cGGPFi4qUBjXeId2JqDoohrUoUpWsq+d2u/LVl19yd/dIShmtHdfrCyH+GdhSCiCVgOk00gpErS0xRVuG43kXJNc9Qcc1lvxdv4t6W8yR1K3/cziOUCJIyeHugRwWUqlIBNIWCgrTn5huz6zrhtIdOa1IZfcLNCFq4O7Nx2y7EbK6gVev7zjevwHVEamtqBMCukrMeMLIESEq0a9I6zi9/pR0fkP/8BahNGmLiOoJocU7yboQQthtIg6nJSIFUmgT3dSEGTqE7lHdyG1VfPLJW8xwIqwTIdy43V7wy4aQluPxiBKVWjPD8cjL1++oYWZbN5SqDMOZDLx68wbhE8FHhsOBkgLrPHG5vuA60c7EQmL7EanaebGkQpUZPRw4P7whXL5GKYV0HfVwRlEJYaPSaGYxJ6SozY3RW6RRZB+QPqBSQ9NJobD9ALrDHB84nu85Ho4gRcOabxPdcMBY11wYtaUcSdkKLVpAmj6wbjN19//J6OkkdDQXpasJGVdevfmE0/me09gzLROH08gwHvjo7Sfc3z9gVHOJXC7PfPnlF/wX/+lf/+UX7P+P8Z2ecKUWom/890VrrLY413HbXvYIoca7sNailAalOCrN+f4e2/WAwOp20Ja0osnt8oxWirDOhBCYbhdUd6DrB1IpHO8fmG5T24YptdtcC0YrStac7j+iGxaM1iyxqfe12S0qPqKVxqeFLSwonUHvXrgUSX7Fp4YrWENAj5JqR4SwVG0aHzM2Del0ndF7gAU5AolcApLSEl1R6KgIITNPLc87p4AUCaUK/dgxHg7YzqG1ZJ2urP5GSAs1BnJJe38wUWsh1IRzjaIlnAEZseqIPdyj5Dc3LoEWBoEEpQiloI1CpJkgDFE5krSUEpluNxSVkgJ37tC26CkRfCHFhqhzxtKnhLM9b8Yjn1D5nnG4vmdbF6TVWOs43z3QjSPzMuEvklohxbZtDeuC1jNKSrRSyFp59/VXhORZt43f/K1/GG36pjxZVozrEXrA9g/Yw2u64wPVHhmyZxgMUtDO7dvGZb1RMlyvL7x//+Fbuaa/0xOOUhn6gRwSz+/eEYLn8f1XrPPUbDFSg4QQ94ikWsgx8O6LP2RdN2w3sE4vlFIZxgNjb3l5fM/pfEcInnWZ0a7Z8m3v0BVulxVqi7AV0iCUoNbWTnjzyedYZ9D2RKmZQWWq8Gzrc2Pn0+KXhk6C6BtTJTXKWEqRdbohbxfsGNBIrvNE8gtVJKTW+JSZNkHE0p1eUaWmDkfG0wNiuuCXKyV6UkhNVZIFviy8u6x0Y92roxrjjmjdk3SPjwVCYji8QgvBR3Ygrs/EbSNmDzUjSuLx+YnBttCOy/IlMr+j5kRkrGBwAAAgAElEQVTXHzB6QGqDMAakZFt9w7/HDZkC6faE7iwPH3+OEok0X3krFebrn3IaB77/a7+DXyaG4bi3FyTWDqTsef/VjxrIB7Gn29i2Fc0F/EZKicef/piUG4bc7vYspME4x3h6hdKG2/MjMRf6rgfXMxxO/OB3/gJ/31/4xxkPdzw9PvLjP/zfMbbn7qPvo/UJ259AWmKcqSWyzZHp8oEfTje6/tDw+lXxcrk0ud63ML7TE04IwXy5UFJAqYZfaxAZzbpOuG7AmpFt9QS/0Y09pUSMljy8usOlSI4ttDH6K3OW5BwJwfP89IL3K6Uqjnc9/XAgFcGyJu4//nUoCaEUa0jcPdwRYqA/HIhhQWrNNt3w24bRldL3CHPE54a2k1IhtUIUGA6vqVXhnOLsPsW+/V2mWDiohHWK48PI+w/vmaZHqjDEEJm2wmIHjnevGU89MUwkISlK0bsTZd64TivOOk73Z5ZpI0bBmzdvCVHQdR21Cvx63b1pCi3gdr2wLBPL7Uper5wfjiwvL3RWM63vUa/f0huHAXIKGCnorUaritIaZS0JAYNClcBSVsZxpFDY1itGROR2ZE0Ti4wMncJZy9hbrDzgo+d4ekWKkWW+Ef3EtryQgufh9fcx1iKEISMZzw5kYjze4bqR4/lEyYH7N59wfnjNcDyzLktLg61il9tt9P1A+e8cfpvo3IA5f0SoIPoRXyK364Id75AyM/kNow3zbSb55waIioFlugISpQzOjqzbQvyzMOG0tbz++KN2LlCK4/kMtXC7vnD3ox9y13VIZUnBczofeTiO+JD5+JNP+PR73+fl+QMpZYbDgXW58OUXPyUnuWcQTK2fN63ciwOXoUmnjOkZ375BUvEpItaEO5zQOXG9PlHihjIW4kqVI73t0NqyBc31OiGVAgrd2NHZAyUJog+YrsO5kb6/Z7s8UdYFaRQkh1MnirH4pHBjj3GFad6QuUMly9NXPyIKg1EFd/4MlCRrGGzHcXSIdeXyeCMoQ0qV2DmsM5x1yzQ/nu7Zgmd5jAifeDh8RNKOu9OZS3pE1ozU4ORGryRWCETXM3QDRhmiz4hUySER4kbpJJmNZZrptMXZnlwVQg+kLKmhsNxWnBspMXB9+oDrRm7XF3I2lBz5+osfE8PCOn9Aacsnv37m7We/weF4t+tODcv6gXG84/71W95++imlZIbzK1zXY/uRx3df8fT4RIwJ14243BQy7nAmlsR1mXm53kgpQ00kBLFUfAoIPHnd9oQcgRKFLWeU7TBjZZomZKEl9AjB9mdhwlHBdQMheJZpYYuRkiLrMjWtZKkIGaml0g0jFUlKnq9+9gWpFK6XF7ZtYzweWeYLy3zDmJGhH1uzVGuMdfR5oxQPSJSBzommWqgO0zf9oMoCa84s14TpHEUVhmFkHDpSyVhRuD81jZ9QivEwNkezLKALSmRymPFPP6WsK5wH4paJBpQ64LoBVRtI34mCOvVI3ehWOS3k3KCkq3kheE+OniXNUBXT9My2eqYpYbSDMiJqjwTCOrPKCynNqLxxUBkrJpLcqGul3D5gjKT0hyaVUpUcNkSqrPPG+OZTRClYZRAYzFZa3ypndNrg9oE4P1HClaHr0G8/J2pJWmf89IzTkk+/99sobfiY36QbHjBG8fj1b+LXC/Pta3KufPK9P8dnP/jzjOOZsCwUKt1U0dohge12JYZAxRDmBdSVx6+/5N3jE2HzpFwJIWBNx1c//Sl+nZFSMl1uaG0IYWVdI7UIYqwYJQhb02tSBc4WSkzUnJmvF/y24bpCElBSprOW5Vu4pL/TEy74jcd3XxNS5OX5hVwy2hquzx8YDydc7xDK0HUdm9/QQlGFRhvN7XLFb4EUI8+Pj2iVuT4/0bkjnxya8FlKyXjU3L154NXbN5QC19tE3XPGnLWoUgGFEpLj3Sf85A9mlFWgHFUuvExXQioYe6Q7HEEIwrZwfblSU5MGpZSxdqRUwegs9uFj/OmeGxBERzYdIdy4Tjeq0CjX4cYB3XVEo0nnz+icJW8zLzHxfLkilcJqwW3e2KiIUfFcA3VLnDvHaCxDP1IqbKojpoVnkZGmcr1cGTvJYBX288+wSrYAwtM9TzGSQmB+94jTPV6eGE0H0jIeDvTOc3n8irV0vPdQugFjQX00gra4wwPKneCLnxGuF0oUvP38H6BWQXc40I0PFH+jho7QP3J59wXWdnz08H0+/+R36MYzt6cP3K5PXJfI5fJEf9y42mdSTugvP7T0ON1xu114uc6kmIg+4voj6mC5PX4AkQGNkh1Uyd35xOB+iNKW3/jNf4jT3fdxrsdo0c74LlCzx88v/OSHf4PHp2eenm+UJPF+5nh3/Fau6e/0hEOwx7W1IEZ8ZJsn/Dfcd2MaK1EqYgwt2hZIsfWkpDZ79LBAK82bNx9Tj0dedR3GB1KO9Iczh9OJ4XAkZbjcFtZ5AgrGWdYQ6VxPyYHz/Zl+sCij8VsBPCk3f5xShVJji+C1GmF6sl+RqkdXgRCWEhOlNnKU1RqRPCUt+DixTBfCulEKpMVwZ962GDrtcP1xZ3Gse6RyJcWC6MA6Sy6Sw8HhXIcPAuwdiZ7L3LgutzUxDpaqD0hZKLOgSAF62LkwleU2o5VvFUzv8SFR09Yc7FqRSiRyIgooFGpOOCVQJUIMGFkwNSJrpMpK5xyr1nTGoo0hhNCy1mur0grBnh9QWOeJ91/9uImIlWsrzHJjuv6M4CPi6RmloNbM6eEjhnHEDS0T/aPhQKmyVTWV43S+5+1n30MqOBzu+a0//7st26FWXi4/BiSH0wFjWmaAM6opc4In+pllvjFNE6WCsQZpHYXKOP4puQX+Xg4hWv/HdD3KWI7rwnS7MiEpuaVfChlRTuGXdQ+Sl4znI2lZUKbHmTYZ+86QbBMYN9tOg+4412GtQYg9a8B11Nws+VoptNp9ULWyzpeGqaup3W2VYPWeWhVGJ3JtQRxSVGJKKBK1KqpQSAQpekqJ2M61eGGlW3KnacTfED0aSCmz3F7IORJDR1UWJQX+9kJYJrbLDW06iizEalDScjgcEUqDalFeStsmps4eckDKRinLObP6DSUNJiWGfkQpwZjACEPIEbAI1WFsxzLdsGSS9RR1oSCQakJkjXY90vZooUjXd8xxoszPlNuVZZl3SxLEXFjXFaUNL++/Im4T1+cnlvmZ68uVzlq2ZeHy+I5UJOs8sU4vLNN71mVFKAsiU2vm+vJM3/f0x3tQmn48IaQhpcRwkMjsMXvEVY0bNW6U2nILnG7Ivd5Z+qHjdHfP2PdM8wTZUkKHVYX19Wu2UJBPL4jaOJfj4c/ACleBlDZqFk08WgtGS8ZxQLsOSiaHjSQq/dA1cldusbh93xFiJNWIUpqUI9s6N0Mq0HWOXDIpLFyfP5BKQUpDWudW+BCNAqb2pnUtievLlfm2tpVXgLaSw+E1Bdn4GLL1iEqOuL7fE3j20BEU1IhOK3V+AgoZwTRPaDdgUFhp90hcRd+PCG2AQs0bcZ6QfkGsV2xe6ExGp4yoGuks6fKN/EgRtgE5nOi6kc628Ehqoq8OUQvu1St6Z9BOY7TGlIwZDshKO2vWAHVDhojuekSULTxlaehxkSKqRmSJkGQTYPsFkicsV/JyIaw3SphYt8Llw08IISBFJKWWHrRsV1Y/E+JGrZnbfKU7tUnkhoEiCkUGhLF0wxEhW0iHVAopIOWEn668/+qLvW2TcW5gGA78+P/8XxASlDTo0gprUim++MMfYu2ArD3G/oxhPNJZTU4F17Veay2+Ub8kjENPzZIUDdH/GcgWELQwjhas0bSEpRZ0KS3veb/ypVTtQi8VRIOIVpqF3nYdFXBOUnKl5IoyllJBVNkucCn3rVXDplkpkKJtT5VQFJEb4bkWBHv2c22H7xITVWhkVQjV+nUtzYe9cS729By5w0obdFbWjGqJB8jSNJBattWxlELNHqkaKTjFCMkjskfViKoJRUaRqTRgTueajkIIjdIGo0CTG4E4VnLaIEZ88PhppmqJdpquHxsVS9tmkUkRBVhjkZUdVyfIRZJyy3bOJTatZC3IktFSkkombwtxvVH8sscCt99ViBveb9jNknMhh0D0Cyl4cs6oPaV1WycQhhQCy3zB+4mwbXv+8zeZ2wUlBcp2pLTz/1tuCkpWZE1o2bx/tRSSX5GqVRjzthBSpoQFqXusEjij2fLWYoWrghJbUKdUGN3AvdaaJvr8FsZ3esLtTvcWFp8Sftu4vTyhlMV1LUdA7CHvbRUrSCHx20bOzTQqVaP+Kmk4Hs88Pz6yrRspBUpJdN3QwjX2aGOpKrfrBw6HEWRL0l5WT8mR8fTA6dU927aRMRx6QZaGgqS3umWtpUhnW/FGKdCycRNTaIi/69c/xJZW0vdVs22B/nhCaYU0jrxfhNa0c5P3EyC4Pb9D1szt8UtKkdRyxHKgCo3pXdsKswuUQyLVyjrfmlZSCmqJHMceoVoSqNKqSa1Ci/TSR8cyL/h5QikocSXFyOh6DtKBUc2vJ0GEgsgN05CmJ8J0gdsHCCvJL1AybjyQtiudsxjnCH6l62yjXHdHjOtZtyMxb/h5Yttm8vsv96RWWJe50aVTJpemokkxUFID2FbRAFItUkoTt1ZD7GzH8vQBoQR9f6SGFTNo1mWl5op1mrhtiHJhcB1V1dbiURmhJUprzncPDOOxKWpQLPNCqZX/6b//1a/p7/SEo9Yd7JoIIYIQWNdh1G4OBDKVBhATUAsheFJowFDRTtrYziGVYPNrE8jSViopBCluRA/T9YqQipwTXTeiTU/dAyELG5BRumOb5l3ZUshaoaymlkTcUvt4hETQiFI55xZMvwcBUjIqR+q6kKep5QVsEWyPonE3iRkFyJSpOZG3QPIraZ5aoaVKlGziYrFHOFETflnxIdN3mZwrxvZ0pkNpg3OGsIHOGZEzUoCiImvF5N0pXgtOS1RvkFRiAGrGyCYolrkgYqSWRFoWYvT4yxMqzLDekGHDCNECNVDkfoTDCaObiJzTmX48YHL7vcNMKZZhHLBKM4z3HO9fg9CUGJimKykuRO/RxpJTIATfAlxKJhdIwbN+k4ib8r4jSqR9ZZWxoSOE7ggpUWoTsOTaAMKbX4AGDdZOgqg4q4ml3azVjlkPYdvdIb/6+FVQ5/8W8K8A7/cf/Tdrrb+3P+ffAP5lIAN/qdb61/bH/xkaBl0B/3Gt9d/+/3hxlFaIItC6tqpWbiRlYy2NoNy2azk1PnxJGaUV27LghrH9DECtGKVZa9s21pSIKeC6vrH6vnEd5Ez0HqWbVKyWxLZt1JKwVTampBQUqagIYs7kUhFKNKNozhht0I699SCQVVJkSzWVAqTrqcZRiySTKEI2gjR/K7eg1ErJZccIGyqSknOrdCIprpBToYhEDInkWiGoCkmVApSlSEWuAoEkK4MxCmTrFUqlECU2UXLc2nvZk38ombjMhM1TcxMAC9rdv+RE8Bs+BkIIDT6UKjq3G18qYISmVEXFUBEt0LEGSpHEsCFqxa+ebd1Yp6XRupIEoUFolJSkEMgpkWPzF8awtm1qbfChXEAKgbW2EbVTRKlGYjscTyijGIYTb95+TD+e8T5QZWbojxxPr9Fm4Hg80zlDChHTSazrkLIQY6LrB0QVUNsqV2r5O5hWv3j8KqhzgP+g1vrv/vE5In4X+OeAvx/4FPhvhBC/vX/7PwT+aRoy76/vqPP/7Re9cCmFl6dncm4VvWEY+ejjTyk54/26S4HaHTOnBuyMIfHxJx9z9+r1bpXJHE4nUgpcnx8bj8Q32wei4tcr1hpqLviwMhwOzPNCDAUpoYiK0wapHKXuMB7R3OfJz2jb/q85FkQRGKmhVHKMxFioyVNKK/ikmDB+wz9/jfcJNR4pSyDJ1ALqt4WaFdoqQp5bESR5lNDYCkYIdJUgBaoUDBXbO1SNpBssy0q8LAihqccj3ekO4yy9UGRVSeuMk5YqDnRagSrU6Fvi6+0FXSq9bKwXKcB1rpWYYqFsnsJKih7UvlrXjKKS40oJniIyeb2St4355Wt08eRcWS5fIxA8f/DkIik5si0TMa6UGlFacbg70x/GFpxRK7lYcp4RsqKNpBtOxOB3pmQipoY/jGGj5kSRTciQEIRaKFtkS5nT8yO9b4iN2zIRciGiUHLjcrtidYtNHke7Z9A1NKNSutHDSuNkCvWnlC3wS1Dnv2j8ReA/r7V64IdCiL8J/KP79/5mrfUPAHaM3l8EfuGEk1Lt4XuKrh84nU8NROM9z08fWvqobHe6bQstR040m/x4OO4RVIJu6Ck5cbteWjZArxoXRbYsNGNHtO6bqr/KFpiR2mRLqWCtRgpNre2A/42Le/G58Ra1Iu4oNSlEI4XJRCkSUduKrLVE65FuOBOlQUiwEuzg0DKjyoYPC0oZyJJ4mxFKoWphmW9ICVIKDn2jVGllcNpizYg2lopDDj3qmyqn7Rmt2yOnNFvwrLeJNVZgZhUZ22lEKZS4Ukh01mCERBmLHdhXuoUUNnyOLdA+bGQ2fEms0xVDadtf7ylpI9xeYNvYphtWNQ7M8+M71N4rlcKRo2dbb9SSWacJa/tWuMoRSSuQCHLLlDCNtzKeT2zL3I4EtXFitnWl883ZXncDshSSLT0RwrrvAAQ+hbb6727zw/GEdW1Fs86Qc6HKVpyS0IIha2nuDaEo5FYI+xbGr4I6/ydo/Ml/EfgfaavgM20y/tHj5R9Fmv/tqPN/7E94jZ+jzrV1vH77tsGEup7j6USKTcgsXmQ7x2V2QXNbdfzm2baVeZ6BncALbNvEy8sztUrMrjKptVCRrPOCCI3mK6Tco5paamnKlRAFMRW2dWqTSkm0ghRbNl1FUlLBrw3FUGqhHwf64UQtgVoSxjbJ1/F4TzT3iP6EHQ5Uaej6A1pbdDc1MllMbMtMLYmwXdmevmooCatw7r6ttLWgUkLmiiqQS8VUhVESaLxOKzQGgZMKnyokSFvCuSZh8nOA0kygUha8n9uERbYgkBQJ841YKka3G04KG8JCLJ64zAgl6IQghoARAiEMylSMG+g7R00BpU1TxkjZsBNaEWMk+q1hLbQlxdAKP5U9+MOiTUcuBWVbad/YQpWqOdulBhFIqUU5C6URVewErha2kkvYAVK1tTVyoVLYtoWSZXOha9mio40gl9KOKrWSc6HUBiWSsqmFvo3xq6DO/yPgL9OKiX8Z+PeAf4lfjDSXv+DxP/7AH0Gd98dz1bYpFbp+xLjWOxNyj9mtFSEaHVfbdj5S2mBsR4uVrUjVQgxzAW27vTXQVp1SWrPb+xWnNcZojDXEGIBMyblRlaWk1soyvXA4HxFCIkRFW9c+EC0RqlCnsr+l2nqGViJF37K2TUvuqWFD1AVlHVad0M7huq7BTRFYq1jXjTzfgARlwxHbv5EVprbUHENE19QMqVW2SWEtRgtyzoiwEqYnkhKUzbXgkxBaS6KAqAWEICePKi2yt+5nuVIF5IIoibS9tEqDsT8naQ3dESkFwRlUjZgU8OuVJGjAodJguP0womTTiVILVUlSWtr56ngg9x1u7DkcjrihJ5dWHOtcR6EirUUi0K7D9uPeHhBk1Vz80a8o1Va87jC2C6zC8XhilUCtyJqpqYBSGK13NzvU7ClkqtRo1cjYUkqss41WlhvlTcqGmwh/mivcn4Q6r7V+/Ue+/1eB/3r/8hehzvklj/+Jo+TM9XKjCjgcYiPt1tJMhEohAL2bREuppBTYlpnp+sL961ec708gFKe7e0LYMKZlWs/XZ4LfiDEwXZ+w7oB2jhgjpuv2QkNtH7qWWKv2lfKA6/o2UUVDHbjOgZLU2GA+UojWw+n6fWVojXByRKBYL+/Y6spRjZRDIYmMsez0Z0FKCQH0Q0eMhRQkFdg2jzwMXP2C6Xr8XvARpoKGUBvjowiJz7Ed+MOKdQaJJeRMyJGYKyq1mKyf38lTJmuBVK4JupUkrhPbGii2Q1ewfU8Jnrpm/DYTSmS7vFDWF+pyoSwLzjXUuzId4/k1/aFJqJxtKPptudGPdwhRGMMRKiitm86yH1sPM2ectYSUyTWhdYsmGw9H1nlCmpZkWkpF7UTqWgvGWPy2UEtF6UZm7voRbS3GdgTv2w1yb4tY01F2tJ6UFaVEa+8MzfVtjWboB5TWWNPaGd/G+LtGnX+TK7B/+c8C/+v+9/8K+M+EEP8+rWjyW8D/QFv5fksI8QPgC1ph5V/4Za+dS2FetoaXO2qsGxnGnppbHJIxFq13XuT1St3LuZ98+jnf//6v8/bzH6CM43i+o5TMT/7wh/z4h3+Dn2wLpNikVnHhfPwUrSSrTxg3kLaEFAqpCwTfHOXGkEKrguacdj3lDMWjjSFmidJ9++BKxPuNGFZkXSnZI2XG2p5+eIU83OOxHLszuUowA9INpGVGYKhKUvAUWm8R4UBESozclhYwocczwll0SgjrENpynTdyurGuK8YI4mGkixafMst8Y5lmhOhYs+Aw9FAzujPk+Ya/XYDClDPWdvj1hqyFlw8fOLiOzZcWVO9Xuh5Czmwx7RFaEpEkJW/N4WEGit8Yj3dNIqU1WnaEcKGEjN9eiH7ZxQuSvj9g7YFt/WaLqdnWpdHSaFAgZSxhW9sRrrTkYL8uu4ZSYrsOrXVb1YRE720ZsxtWhVAI0aO1YTyecHZEKo1zDaNodl7OcDyglKF3tmHWkaRUEdL8HUyrXzx+FdT5Py+E+Adpe6gfAf8qQK3194UQ/yWtGJKAf63WmgGEEP868NdobYH/pNb6+7/shfvhwD/yT/5TaK15eP2ah4cHpJJcn96z+ZVaKjlHxnHA+3a+CCExnF+xBkhVY0zP9bqw+ciyVWJsd3WlNK4f6YZ7ZLKEy5UteD4Rv4akJX42qpSE3DKu4xqY83ukkiQpCZtkeZmwpq2Aw/kVRlqqaId+nzZyDCAdSmZqTLA8czwXSti4Uxahe0Zj6Z3jxUfG+zMxbHzx4QP+8kJ8fiF+/X/jNJSSeH3+AaIKLAaWiFKRsq4YpxkTDMMBOZ7pOsPYdaS4QK4MquM5BaS03J8rMW4s062pRraJEm5YvWFdj8yBV8cHxsHydVy4Pb8QthspbKSw4uqISDPHHCllwzjDh5+9RxtHlQaKRiKRskPpQowb1IgUlevlK6wSWNmKYsPxzKs3n9ANPdtmWW6qtW1iRaEIMRD9yjylXZrXtsy1svNBQQtNjBltD5Rc6I9nTNcRfGA4n5vFy3vGQzsrH053HI53VGSjq8UINe9nnsK6zuSSWOaFvAOQWsDIrz5+FdT57/2S5/wV4K/8CY//3i973t8+lFKczqc928sgJSzTjRgDAkHKaT9ntbJ73Hs31+cnaq2cH14TY2xZ3ltA7DCbb9DYbaXqgDZhtOmIoVk9lBbknEg+Ncis9Gzriuvv2fchdMOR4jJaNVxf8Bs5JbQxuM5iO0nVLSuAGogptKb2jhiouVJrar02JNo4rDGUlOjcQFAOoyyyVnIIrVlfW9Ko3mOgqt/aFguNKKCKopZI9oEtbaS0NtJZyJAjOUskAXIi+glRE8lPUELzzNVK1QlRjySfELUgZSs8VRrGIfmNFGYombTcEEJBighlKCUhHEjVpGJF0BKGlISw4re5MVMqiCKwuTAvM9fbEzGsBN92NDF7pNRY5wg+I2Ld4b0aIRt121iHtqZpaGvCGEWtraJNHaHC4XSmG8aWmuSaEMAYiagBKTWiZsievPcwS81I3fSn2rRVTUnZoMHfwvhOK01KyZSasG5Aaknwgdt0wy8Lrh9BeGpRjKcTX/30C5Z1RYo2eZZ5QUjNeDhzu104nc4sUhC9b8bDMLNtG9aNaGNIuaKlYg0BnyKjc00dothjbBNFZFJtbnHlRpRxxJRxamgN9FLJormL/W3GOIVRpSndcyYXTxCZw/mOpDuWlEglI3tD3mDdPMZl5i2xhpVQE0VAlba5FErmNr+gTUdverTRTPONu1cD3dERc0b0Gr81c+4thDahqazTFak0m4+ESxNTeyJvPvmYenMcSVw+RB4vN3TXM+d3WCX48kd/gCgVTFP3qBzJcSaFmZA8eZsZhjvmWJnDQhGW0ltU0Wyl4dS1viOWhJGSHAWzX5HSoo3kJhZqtUiRm5KkFno3IAhI2RFTROqBQkEZwXJ5T065bQO1ppOGvrMY5RgPB5QUjTuqJCEk7h5eoYyjvnpF3490/cjp7hXj8cTrt58zHk/4sBFS4nw6IigM/ch4OHK93JrKyW/kFPmr/85f+pWv6e/0hFNK8+btZw13Zi2dNXx4fkQo1e64orH4/bayTDc+fPlFa1jGsOPVTrhh5HR/j5CW+9/+bS4ffsqXf/h/kUtiujzTHw2jHPDrTBSZ7qjJKVPRpFgxums54NljTI8otItF6santwUlQOSNtEWkhOF8j7l7RdhmdF0QAta1YeekekecAmbQqFiJ042iQSiJrQIVM64URm1ZQ8YJx2F4xeXRU3MTUWtpEVGxXTwxrjxOgfX5Az5Fzq9eUyp0nWFeF1L0SKnorENWycEOvHk4433hGjZM8oTlxjw9Ei5fU0MgBkOv3kCqdLuQtyjJEj3LMiHqQpwvKLGRr0/E6YoJC647kZTj/vwa446c7j8m5dZzs1oilmekdEDrZyIE4/EOqQ3Pj18hxL5KiY5hMPTdEaUVj+9/xofLe/pOcX93pIq22nz2a7/Bx59/znA8cX36GtsZXD/wyWc/4O7uFee7Bx7evOZwuuPD1++at9B1Tc8pC/14RlQoF9/UOVIw3W5cponPXES7hLStAl3Kn1Lj++/lEIg9v01Sq8JvEb9tKNEIT9omrLUYrRnPP+Xer5wRGOfw28rz0zuKaFtHYzr8NHB9eWY4nLn6De0GzscHuuHAeD4hu4Hn24rcc99SCmxb4HQ+k2vkeHfG9QYbEyFmptsL63LF6kZ0fr6tUAtb2JBa480XO/sAACAASURBVIzgMAxINWB6x0HfYc93VKDvMiJ+4M29o5RntpcXtO7JQhPWQgkTp6EinSFNYN68YltvjHevqRiy0nRa0nWaykDfDXz2+h57eNVkpTUSv/oxJWyU0JQ1tWRSCTx/2Jp8DShBIgjEsJBLy+im5KbfjJ68NrF4LQpdI1U0PLwIE7kEqBWlFHocUdrS9yNDZ1HWIEXFGAu1Q9ZCqIXT/T05KGIoDUykRAsG6Qx+WUi0/qqWEukc3XhgSIlPdEffGYahxx2OHI9n3n7+a3zv13+d4XDcG92erusYDmf6rmc8nHG2EZ3H44GwNYS9dR3aaMaxa2qk/ES8vgARIaGzFmqk1LaS2s5Qvp023Hd7wuWc+PLHf9CQ1c4iauEytb14ihGlzW7taM3oYRwI24bYPXDL9ZEYF0opCCH4ICWP779iW2dutxt+Wzi+mskp8vDmFYgGLrXGsG0LIXku14lPR8vqF1x/JC4tVGOZV/zabPl0PbqzoBvNuKgKMmP7geHuFQiNlpZUCslq1vXGMR/xNXO++4jgC8ttxplA8IrVZ0IIaFWwWlIoRCCJylYaou42rfSjYzhY5umKjx3Hk2J6akGVqXjevfuCUhJaO3KJ5BKpUnOLd/Sm8HB/39iP48Byk8jDAbl5ao1cX76i+g3SiqoVLR1aVCSFrUQgM81Lq+7FFecG1DAw3N3jhp5SCkpmilAcDyeUkFzDla7/FL9Yri+35tBXLWxzOJxwzmGs5fXHnzL0B9x4ZDzccf7oe82fNnacHx4YT3eMxxPWtBXN9T1uGJiuLwz9QIgLWcAaIyFl5umCBKbbhZwS/XBASsW0/AyEIMUrKWxEAdo5jNbEvScpaMj38v9uGf9dje/0hGsN454QQzMZ1tIiqGolV5rfqTSUdoyJeZpI3nMLG10/YGzXOBdKIaXh7u7Euy9/yvXyjNG6RVeFDVVF21IuKzkGYgV0oZSM0U1Ma7Sk7/s2yYTAKElRUKVAidag7pxBSMHhcECoFjMV1xsIRSiVGNs5UBzPVA/SWaqvyNw0mk73IApGCrRTRB/JKaGEpMZITXmP6rJ7bnZFSs8yZ2z2PD85stpakaNGtumJFHwz3Z6O1JrQpkNXSY2ZtXiq1eRt5fb+ZwjZ6Na1RmoKpLju1cSWYlRqBVHIYYWwoMMEy0aUju7+I3Q3YpWh60ZMf/p5aL2UYJWCdKOXhdAV+v6IUpK7N2+Z5xvbdiMHjbYaqUDQ4L1KVPz8wny7sPa2Ier32K/j6a5BeLPh+vSB6/X/Ie9Nei3L0jStZ/W7Oc3tzMzdIyMjSJJESSOVikmNS8yZgIoJ4j/wB2DAhDkSTEtMUqgkBEJiBgghFSAKJCQSClV2ROtu7rc7zd6rZ/DtaxGUIoJEEYp0Kbbkbu7W3HPtnL32Wt/3ve/zPpKmHcM8EVzgePuAUbA/FnGDKOkLWOskH0EJwS2tq3xNpclV3Afq7h7nrfgTUYLM/w1c3+oFZ4zm977/XeIauVxOoiB/fub56RFnPbkUrqcTwXsUkHMmLgvL9Yxzkb/z4x/hxme0UTjn+OmPG998/EpuQgXDMHJ8uKOVznrNGO9RtbA73m2ZBIH7ncf0gFKG5VJJq5CKrXYcP3xBSVdpKzdDPZ2gdy6x4QeH04bLIvoApSRnbnd7ZJp3tFRYlpUznuHwjnk00DTj5AjBcH29kNaFlBKvP/kR2mpcK+zCntbF9Z5y5PLyiKuFfH3kKT7it+6asYYbm1lzwtoG559CK5SuGA4erQzxrLn58BmlJT6/GUhZ9IepFIz1pFpQXdOzNI3oBXVZSM8v1PjK9fSMapnp5gMxN1y1XLNh3z01CoOkkSUTwFmUspxOj1AT6zVjnZK5mxuYjOb2e3/Auw/vJXe7FHFLAK0cMWSJOr6e+Pp6wrlAev8Zcb3ih8Dl9YnWG8s4szvs4HBDjT8UgyqdVp8p6xWlFOM0MU4TYZgotZAOe0pOeB+4nl7E5Ow067qwTR4I/ndgwZVcePr6S2JMvLw8SzrO9qbHkqm1kVtFNSnEterUkvDOcnN3x98aAtoajLN4b/n45Y+JaaWkVTKoc+T544+gB7aQaew8id0lN2IshHECZaQGjCvxWoDGPDlQlsP+hlwbKYEyE85qcq1Ym+lV08pCyetm99EYdcQA65IwzrGsFTuJ7u16Xehd4YMnLZHlutLSQt8GsGGYMeMBby2ECZMia3qlpzOnjx/pTxljO34YmA4HDsd7bvajYAJPL1xPL/QOTk2ym9GhROJyppRM7av43JaFeFnppWPsTE+G4AZUy9TLhZakjX5dV7RqrPsr864yGQdupHcJZ5ymmZoSVmt2+wPplFBhT0sr4+wZh8C88UnGeeb3/uAP+fD5Z3hvSevC+elrcozMhztu796jjdR3y3Ilxcz1dOWrLz9ijCYuF8I448NIGBTTNNE6jMMO4yzjOKLp+GHE+EahcY1XWr8yhIHj7WFrzJ1YrmeW5UpOiRQTrTZW9zvQNGmtcj1fxKd1vYhavVYu51eRcuW8IQx2lNqIMVOKYPHuHt7xL3/5U8I00xXM046SK2ld6XRiimJKRNgl4xiovTI0JymntbHmxO4g1K5OwznD8e4WAG8bfghMk6X0jllEURG8JXfQRHIsBGuoaUAZRYyFfH5hsT9huBWl+m6wuB5RteNVpacFpa/U9SP1+iWtrOh+RTOgrCfsB1wYWLsWJLvOcnTNZ8Y5sJsGxnHCzyPBdZSqEm3cK6ZniXC+XFnWRd7k00+JOVPDDj847ODpbaWmSsqRcT6SesYPDdMaJlZOKqN1Z9Cdls7UF0v+8H1a+j2calgqbrfD6M7hsKeWiHfQTGfYjxhuOR7fcdjvuf/wHmU8pSbu72+5v7tBa0iDx5lObxBTouR71o0rsq4Ly3Wll8KS5ehJh+vlQoyJUhw5JdmlY2EYB1JccdYwtia54Ch6r3QlJUmwC61K5kROwv30VgmSw9rfjTlc742YM111SmvEuKKNzMxCCPSu5HjnA9P+yOH2HfNBcT59ht/d8M92hUcLRVd7Xl7O5NroCM5gmGZg4nK+orWh9Yr3UKpEPAWvca6iVUIpSW/x4VaQBM4SJi+O765wWz6ZtYo1RvJygZqE9ZEzuilaFl9W2J0o6yt2nMgVggko1VGmoHSnNYmR6miu1xdqvmKCwRgodRG9oh0IZsSd9vjRcNc1k2pYXSitUK4XDAqjHa28sJxe6SWhWqasDdWaIApaRdOx3lNqlRy4XLiuC61WlnillUboHm8UbvAc9kdqK+z3iXgOkknXEpqKHyTGebffMc8zu8Meo2AIBh72kBe8zbx7/10OhwOH21usGyg5McwjbhhJ65XL5cL59UxKkZQrtVReXgSfF9eF5bqQlysfP36FesvA8wMAu/0kO3YTJOEwjozTxOFww+5wQ02daRfRGsLk0eMOhUa1zuA93ipoWdQsreGsZ384/Ebu6W/1giulcL6cMN6zpsTldMF6zxoTfpioTcL+am80FMaP2DChrpnWNbmAcSMxvoD2xNwpFVyYGKYIY6OXwrQrKNOoKRLXE+PuDuMchxC4Pd6Iw9w6lO6UvBCvJ9Q04ctF8gowlNR4eLiHmqhtZXk+8/r8Da1EiSRWDRDOxuwM1QWi8vSscXiM1awtYnTnXKHMt+SceH75KdfambRBhYG1JMZWMEFjh4n4es/Dwx8wfrHw+vRMSU+slxMlN6yeGF0g5pXTNeENrNeV1/gsqopaeHh4T+mK/V2QHbgWTLihDlBNJbodk3f4/Q3zODLUey5VBAQud/JwxblbwvEB4y3GO5rR+CGgVMWaxs3tA7pH9tMNvawEXbi9+8A0j5LppxTDbk9XkGLmyx/+BT/4qz/j9PjI+SzD59eXEx8/fuTl44/opVBbp9fGcrlgdIcUmfY3tFbYHXacr2cxkAL74w3eeY5HWXDf+8M/5t3n3+Vwc8M87chL4jFmrO5MTgtEqIgEUFUBxQbzW5J2/c1eiuv1iqtl85lBbx3rxGYt3EqH1hZtGuO8p6SFowlMWrxttTXWNXK5XEgpU0qj5MoSJfTDGo3SGT+MBOsZdzPjHATIM45oW7AojBE+iXhbEmvSuHRijZvFQxliDtS8CBgnL2ibMX6iN3GlK9XITZNKxOuMGSx+P6PHQG0FHQytJi7XC/F6JqZXLqcfcz79lMFEsqnEeGW4HtHDkd39O6ESDDtubm+Zju9Y1zOvj99wPV3k+62KuFQusaNGR9GBWDzWe4xTxCbh9Lk7LjGRSiUEw1oaGk2MV4IfgIIxHecGbt99QYmr7BBOUILNOLxTjKPFWRhHwzQE7t/d8v7dZ8TlmZvDjppODFYzz3uctxvHU2rYx6+/4pvHR376w7/gh3/1l1yvVy7nEzlXliXy1ZdfcX78iFUSlpKWhbwuGA27caJWpOmzZl6eXkgxkdLK0zePjOPEcndlejnhvNTpr09H1uUdwzBQasWoxv3tkWEYiHEBxI0wBIv+LYqX/8auDpxOF1zKjMPIOE50Osd5T8krKIU1Qu+qG+8ip8R6XaVb5z3WB24e3jEfbqgdyhwoacVahaaiaqQUT+sNpQRL57yjVHGS08VTt8knoYnGsynF9fxKjDLbctawXAX22jtgLZoJVBBPl1FYq2hLRNWKVwpPk6Noz6ARUGu+0M9fo9OKvn5D/fovufzw/+K0P7A7P7L6mfF4g5nv0eUM/h1Oe+b5VjB7dkdaNDk6jFrwCrHv2Ig1lqIUWhU0TqJ624jCU1eoK9DkZiY3lvMLeT1zO4+YtqDjTKJyfX6hxkQ7PZGevsJYgxkm+nrCtERwmuPNDfvdnpv7dwy7iY4IrA0GTafWlbpsZtHN2/blj/6CH/zgBzx+/Ck/+dEPaUjeelxX4po5vz7L6cZ6vDZCZgOhtzlHyuLQmA/7LdnVirdRiwt/N++gd7756odA4vwyEpePOOeIScYv8bvf4+buDmuUQIKdFQ7q70INJ05hT++K3f7IMIyczyduH97x1U9+QKPjnSOlvM2IOrUm4nJhCg7o5Fo53NzSuubhw+fUdOTp8StoIt6l1y3KV5QtarN29Cau6BRX7BRIOVHL+inSOKZKXMVTh+o03XlsL+SUmfb32HHGdI+xB4zxmM1zFZcfkp+fGR8Se53Z+cLYzlRtCcGxpMzL8oiphZpfGNZH7PWJ/BjI9+/R04HZNOoaKVpz/PwdLjZctozDRLR7mBr1NZKWJ3rN1NOZCcusJ4K37PdG2ER0ynnFDJo1PpGvF8ZpxKfOXkMoV3J5xeWELYG2LKRWGZ2GWjjOFu879AgYbm3mzhV2A3z2/pbDzT0fvvMdWono/hFrC4qGM4beIylWhvmeVla++eZH/JN//I/4P/+PP+VyOvHyemK++QLrPOfLKyUVal443D9w2N8y7ybW8wlrRVh8uL3l9Pw1cV34/Pf/eRj2hOD46Y//DGOMpNZOI7UWvvzyrzi9/lDQfdOIAU7nSC7w+3/0L/H+O9/l/ubAd77zOfN+h3Od0/kb4P7Xvqe/1QtOgPqd6+nMszKS2FkL19cn0nr95HWy9meUZK0UqmfS+ZVWIq+PX3J7947T6Yy9vUXT2E0jtu95yQtrXrE2YJxASscwcT2dWa4LLgTW5UqPEx3N8e49SsF0e2C5nHn86ges64mcr3hnsH2WxYWRm39dqGlFe4HRxJjRbsLvP6D8Dc2MaBsoaHotvD69cn5+QdWOqoV6PdNTxI8H6ZIpA91xjT+l2ZH2zQsPl8qXf/5P2B9uccMRE2aCC4RWGMeB8/MFemO/MUFu9nta9dAgxYXT+ZXWC//3j35A2I0c1ZGX5ws9nymvj0yjYa7gU8VRycsZLdRdVC+4cUdJK/vPvseH7/8LfPa9f47p+AGjFOvlxOX5CaM1ql0pqWII1F5ouZCuC+s5MQfN+vSEVxaLJdiB46TxCvJ6JT4/slwulOXM+PABDeR1FTwe8ne5fPPC+fVMUwp7utDGHfPDez7bifAhxsg4DPIQTVe6qpyuP+H5aREHRofrNfGP//R/53/6H/8H9rsdx4MYWB8e3nH/8O43ckt/qxdca411kVrkcjnJ7Gh784z1Ykw0BmMNLgTRWM4HbrRlrwXrppocEcdpQNGEa+nFeJjWC8vpK1CakhvGGEqM1A61dkwRTF1cI70rzidZ5OhIrx2wwiNxHmv1Fn7oqDlS0lUUHzVCFZhNy5lpd8tw9wVqPNCMJ+aCUxaa7KZpzdAUqoHqClMTg7F4OqpX0vVFhM5hpuSF/cc/pxvP6WtHVQ5lLN4PaGPYjQNlXdAdSnui50gzB1LuOGOgrHh9pZeKr89wfuGavqLEhXR9oqUr8zxxfP+FLGAMk7eM3mNskITUeYDeuP/+H/H59/+Q2w8fCJMcyYZgaHnBh1FARy2jOuS00nKh1sbT41eYmx0lJozxoAf8GMBkjLaUtjLv70A5pmlPGGZUhxgzeY1cn08AKGcpOYFSXJ4eUb3zohSlJDod54ct4t1RsmRCpLVBAz9O7MeRcerYYcDagLUW74KMJa6Jl6fTb+Se/lYvOK0Vx9sDKa3knEkxE9NKGEb2N/e01rBWU0omjDPNBObjndhuvETXFrRYPDRYZ0g5M06znPFtQJuJaZ6FsWg9jx9/ynS8E7a/NtTWSXljeRw6OSfi8yNGa/wwYe2BXCUR5nJ6pMUrI3ZjP8pCqrUKrpxOHT6j2pnp7nPOy5V0WhiHrSHUAxHLUh13t/eY1tDzA/n1a+K6MkwzMScJne8daxXx8jVuOqK0o1fIvXH9ZqHWjNHgrQPE2xe84/yVolSwRmKQTRfGi1Mr6zWyLh07DZhdIK+Nd5//Pn/0x3+bu4cPTOOE1bA8f43ShpIW8rrHDyPf+xf/NvdffJ/Dw3vcuGccZ0q8UOOJzIZyN5phHMm6sdQrlcj5ciJfvuH541c8Pn3DkiK1SS3u7IByDjtMtLPkvS3XK3ZD1g3znrCTB12KK7FXUArXG1oZJufICAWgtcby+ixMzPVCSVcGY9HOYpVmTUJZc9rz7rPvMk0TD/e3G2IhfPLG/brXt3rBKQXaaAnGsBZr3VYAS3JObZXWhLisEO69cYFxfyOBD51PYfCSAS4dTj+MGGNwYaCUKjKhlPFKrDkKjbVBOqNO0Vuka02KmbTRm723KC20rto7rRZyavQmkNOuDCFM9JbFALotOL9/x/Tuu9j9HYML6F4EhLN545TpoGGNqwx8S0LTcVZigwej8c5jqaiSNoKVplRpuvTW0EVeyw0Dg1ZorUk1YluhlELJmdwavQo8tdYGJcK6UFunTSPGGoJW2JoJuuMNBGcYwsBozcb2T6Ab8/GOz/+ZP+Jw+w4/7dE2QI0YCiVmvJXaGKUpKbJeLlxfT6zLma9+9AMe9p4aF6hdBu61UWKmGoHhlpyJMeGdIy4LWQnnxYcgDSqlqCV9CmqJy4IxltPrKyCoDu8DOebNqFyIa8FbizWaqoTcBUpqxbqSo2hXlXpTmPwOiJdBkXLBeY8PFudh3B0JQdJBQfBnSquN1egxxnH37jNaK0Jc8oFxmoVfCaCszPCsw/mw+cX0p6/l/MDQhSJstgAPaxVaGUpOWzBHl6NmijSrhSCGRpnAhsL8pM1TakOWaSWNGT9JR88opsMeq+RmT2sFlMjQgqXkFUXB6so0jczjwOAtJVeUKpimMCi6MZgeaalitCLXjO4SxeW7xiPfO6YKBdpBqRZUxXohiQk/r2KplJrRbYdpsNvvCaYzeMXgFIPX7HYT4/hAmA/U3jAhMO1vuH33nmEcJXSldFJaGLwm9S4IdWMFndAKNSd6F4dHb5UQPHrec7okci6UhgRE1k5tHe0G/LjfxA4CD2pvgSop8RY7FpykDeW0Spz06RWtDesa2R9uKLmglCKXToyN1hrBG7Tz8rDWGmOF6F1zY10ytcXNH/lbWnBKqQH474Cw/f5/0Hv/dzcY0J8Ad8D/AvxbvfeklAoIGv1fAb4B/l7v/S+3r/ULEei/4sVpXWGsx3lHq32jdQktV4Hkq1lHbaI4ca0xTlvDoggUSFsJr7DbAgxhoJZMmHZSk205PForoTCXREkR7RS9FrHh9ybuZRekZtw0k602tBbVhlF6Cw4U/v2WaoXaZgq11g1u60Q8PY4MDsraUS1jlaV5A0VuElUlFmr0jm6NLCItqTTaKLTudKXRNHIrAqGtgnHoHRwOXUU8bHvDKA1GkVUFmsjOSsU4BVkRtKa2IruolRowGHC64kzF2844GO7u75gOd2AsOgwM855pnj+xXVLKqGqYxs2rOI8opUlZbaQuwzSP1OqZdjtu7+5Z3IVvnl/F5V+F2KY0G1lLzKrCMdlQD71vlC/JmNCjwYeBVgutFsnwK4WuOylG+W8AeVYKz5KC0QbXFapD33bTVispZWrJlCIlgdK/vbFABP5u7/284fL+e6XUfwX8Owjq/E+UUv8xspD+o+3Hp977Hyql/k3gPwD+3i9DoL8Bhn7xpT4xKM2WlaaMgdY3gIySVr5WEj2lDVqLGTTnjT+vfyaTQptNwvV2QFB0RK3Set12ReH7K6SNr7ZVo2Ar9DVKNSqG1irQqU3J09HozVApN4VSfUs2EI4lW4SSpHCA8QHnDapLToAyYJN8yBgBx6INylpUrdvo4w3g1z9lIrzBdCRnQd65vh1zS+8yY9QKbeVh1dlkXfIvsf9szSeMxU6z1C5hwAeP8/ZTR9iHwLTbM+0O24ILhHHGOit/Xml0qfJeWItShjCM8m4biaXywdObpdSKH0aGcaTnhg8BYy1lo6+ptzd/iyITenLf4sXEWPyGFdzOltufkb9/rYXWBEpUSwHkeL1x7j/Rv/r2Gn07jvTttWqVz6W2hv1tLbguZ47z9r9u+6cDf5efYe7+PvDvIQvuX9v+G+AfAP/hhtr7ZQj0f/irX1/uJGMsSinR/CWJC1b83ML59IZrlLE4L27eYRbsmfUOqyUdFKAqGYy2KjKhkjNxWTcas8BjRYqnN/6ooeRKKxtnREmohNKIhaUjaa3WUKssYFnoFXrf4EUCX2Xjrjg/4oKEatQkpk7jZMwhX3hbcNrI36t3umpos0VxWSeUrO3YWmsjF9F99g4eJ/gH3iKrtuF+q/K9dCWZd1rTtmAMgHGaBCe32+O8IwwjYRwZxkF0ifOOcZ5R2w7nhxG7PWzEY1bpzm0nCaEZa63pcaVpjbWyw9vtNDLv9hgsu/2R3f6AXhI5bRl7tWKME+alsZ9YpLVVVJbXAjn5GCvObKEyV5k1KvkMG6CVpm/3h7ZyG/fts3h7cHWEwFxLpegiEOFafqs7HEoqx38E/CESyPFnwHMXQg38v3Hm32FDmvfei1LqBZkY/ioE+s+/1ifUuRumn9uJ5NJab0/S7d7VRqReqkrut7WS622kPrFGmhvGSNrn29d421ZLLRIgodQnGlRKK9Y6inXUEsH0rahma3EbrFaoVNFGlCfimnyr50TnB2/RTEqennRajtQUUa1JvJVWW+RWF6yAQnIIjKJo6SYazKeIJtB01bdBfZfM7N5oJeKcxhkJk2wdzIbrU3TocvTUCHm4tQpNU0tEKeH6vx2rFf1TfoK1Zju+qm1XlJ1aAUYpFA1qpiNpQig5hvdWtweP1LNGb3kOSvL+vPNY5cTZEAbSkrbPVF7LWCPpQ8ZijN2SbYSybLWGt2PntqOptx29yJGwN9m+epPPodWKMloe0v3n6jEl/1JqUxbB9roGa608KDGfXufXvf5aC2479v0tpdQN8J8Bf/yLftv24y9Dnf+yn/+nX+vnUOe3vVcJUsgJcqqUKtyNMI4yh7NejihE2dWURBblnKglk+K6vXSDKtTdMOxpreHCwO5wKwJabZimHc+Pj6jlQggD4zRSSkTpRmtdnsbH+w0a2unGUHPEOIsxjpiS1BAlUUpkGAJyLBZJExjseMCOE2YINNUxwaNygPUKMhaiA8ZZQe15R88Goy0xJmpNW3yvQfeKMp6+1Y7eOxptC8YQQXfOhVSyNISCw2rHJUa80XSj0RuNuG0d39a7iLG7IpVtFsmWFGskibbVJt3MrtDKyt/LD6BEatW3ejWuC3RD85vIvDZ5IDUoBZTuxChZEDkl4rKwLgspNzkqKiUaRyNmY6215LhrvR2vf3Zi8eOE3eaPOclnoovc3mU7TuYc0WXLHwC5F8KIDwLFNdtRW284wBhXUqzbEfy3uODert77s1LqvwX+DnCjlLLbLvfz2PI31PkPlVIWOAKP/GoE+i+8lNaM04j1DoXGeYP3/mdPr1oovdHb9iRNYpXPyUkB370AbpzbYmQhxZVSKiUnLqdXXh4fsS5AbyzXhbgsYBx+mFDGY8NEbRmlOrlUnr7+Cm0MzhpxRmvh8Ncqx6BmlVTlylAraFWlM1dl0BtTJObK0A25ac7XQi2azEDTmmorPVgYKzknij+S80pbE70rarVUJbWKUQZ6pdXMskZKz1vyq/x6111CNFwQeKoS5bsLwyd0QEN2ColHln3feckFmA837I53HO6/y/7uA/PuwLC/x8132GlPBYwf8cMgwgMt8zNt8qeaK8dECCPWesk6V53WIW3+xsv5lZdnS14yynqm3RGVyrZLFUGaG8+yrDjn6ZvYuWyNjFrkyJ5ixGhDr5WyjUVQYK1nmnY450k5b2KEhlKG3joppk3FA1YprNXUpiRZ1nk6lZwz7RdGY/z/v/46Xcp3QN4W2wj8q0gj5L8B/nWkU/lvA//59kf+i+3//+H26/91770rpX4ZAv2XXlpr9seDtHJz3rpICefC9mSTDbI1wXMbY2h1gwptuc85J5SG2jJD8KSYUaZu+W1564I6ehWsQOsr+8Mtd+8/SGLLOHK9XiWNtDVen76hF2jV44Lf2PhdzIx0metZjVFb91OJZ6+WRt+YLKVIIEnKWeqpWokFjAlUPVB1J98yDAAAIABJREFUw+/uSDWhpxt6fCLFhFKa3KA1JbVZ79DrdoN0lFYYLQ8kZaDUhFUOjaX1itMWhcI7J0vtrcFQG8bICKYjdaIPARcC+5t3HO+/w/HuPcO0Zz7e4YYdxo20lmU+6gfCNOOMAjVQiuSrieJmpdVMUwZrLMYFwtBI8ZmcE8ty5fmpU5M80LoxtC4dRWkKydw1LldB2m0NjNYlQyAMErSieKtRt/mtNozDiHMDRju896SUtmaS5NspbWiliOugFYkA81ZGDiiM86DlAWHtbw+x8Dnw97c6TgP/ae/9v1RK/SnwJ0qpfx/4X5H8AbYf/5OtKfKIdCZ/JQL9l11Ka6ZN4Q0LzXSstRtxVzgmrTdK7pvMywl/YhhwzqK1Jhc5DghFylDyhRoTZYsxLqWxa8hgvHUxuBZRloDeWsqSLd17w1rJDusorHMo46A3elO0FpG6zQgzs4NRhq7eHgxd8AXXE7VEWg00JV3U0hRoQ9eerjJdFWrXVCypFmIpgljvGqWtNA0waNXIWTqYSmnQntZF2RFjFJ6ikoyC3uV9aloQdr2rLQq50bcUIGMd027H4e6B2/ef8/DF97h993scbu4J48S0vyGMA24cMC3jQ8Bbg9EKa4zsA03GKFJjsQ2lNbVVaQJttqquOtNuh3Fb9JiW+tVYvS0uWTh0tg6mxrAtXDrOyZGdLofEt2wBOVpK0o61gf7WeDLy2soatHPSCNkSY3vX5FoQghSgtm62UihrMWH4ayyV/+/rr9Ol/N+QTLh/+uf/nJ8FLf78z6/Av/FLvtYvRKD/sktQ53dAx/mrqPpVxyh5A2mi7FBKOlTGiLayd0VKhRjFRRBX2Z3exgWCtO4y3wsTtjVkYBrprZKWM+slYH0hLhdSjNSSZVfoRbqFLaOR4ezbcEdvIwCj7dZul8VnFBhVab1SljNtfYX1gvKD7JBKYbVkSgfvSNWRywq1C62spG1Rg/ej3Lwlb00EaRBYbbFbrlrTGqikLeet1L4pcRq9V1xI9FpR3aBrEclVGNFjYJz23D284/Mvfp/PvvNd3n/+BbvDgXEWuvQwhq1xZPGqYq0hWEfPK61ZalrJ67MwMIvkCeS0bDpHTWkFbQPOWZTu7I5HpgC9n7FOEwZHKhnVOr0bqS9LxTlhhSqlpeuqOtpIx1Kc2cK0ab3KwjTbra0k1bTWRKfSUGiDjGOU5i16rJW2HWPzFhVtySXRUVtd/Ne9a3/19a1Wmiil8eOMVgi3vrati6akdqsVXfLGrRwFOgqbGgRql2PpuiwSXGgHtF1QxqBNY5h2cjTdgKYxXgFFKZHr2REmSWipRfKzjZGuoghNpF6RrOlNPY/MjiQttVNzlF5NqbScJRo3XqjrWdgltWKQMHenDfJEdjTraGoLGGyKvFwk40xrlJsxSnZjtEb1Lf3FaIwNGDfQTYGe8S6gEFc7StG3IBNvK7U00ArdFVZZvBsYJ8/x7j0PHz7n8+/+AR+++C7377/D/nhLmGb8MBCmUSKfjJIFrhROKVqVeZiqRZJM9VZnGk2p6ZNYQau+ZfgZdFMcjkd2QXLILykzzQMpJ1oWh7yxhoIceXOWhFQZFalNHyu3cM1NxAk1fxpIyqhEUAsxLiJF62C8wwW7DdQNbfs9JWeq6uLvQ8mRX9qXbPivX/v6Vi84QD4oUUNu76PabuZCa2+iYKhFnn4gXSlr7aehpvyoP3UAaSLr0eZtfCDn/5wj3ssx5S3s8e3srnvH6C5tdPkdaBqlNZm5tYY2bqsftsFsFlVIq1WG661Q0kKNF0pc5Odq3W5OTXtr5HYZbdfWKE2RUpZ3YhtSozRNiQZQYWlGJGFNO4z1qKZRXXSl9ILK0tHrbWvobGZd1WVX9T7gx5n5sONw957j/QeOd+/Z3dwzH2/x44wfJnwI0mDi7ZgsjauuRLaltZVQjLa93iZc2LBjaG2kzrQyqtGtM84zwYlTe1oih+OBnAt5lQG01hIUYjTkDWTbm/pUGyv1syF3bzKH7I1Pcj/pUCLD71rkWK3cNnOU9Nrc63YybSISqPK9yjFXY5SMRn4T17d6wckgcpv8b4NtlJLEnCJNlJQSSoFzYZuVdXLK6OlN/iUKFLulZ+rtbCBwUyc5Ys1QSqPlxOi8RN5qOc4Mw8QaIxqFUpmao8yp1KYuUf1TIe5ckCfvpuZIpdF7lrFGXkUhkld6juR1ocRIdmnLEN9qnN63+dqmdmhQUtoWs7gK1NYgkSe4yLtQiKTKGFQvGCX1Gg2ardTaaa3KfKYmVJOZox9GgnfM84798Ybj7T3Hm3sON3fMuyPDfNgsTRKMaI2nFHnAyM2ZqQh0qetCKRfhjSA1a61ylFZbUGXfAhTlNCB1l3UGP1Sm3YGbO4kci0YwibKoJeJZIYLrWgu9KrT1lG3eGpezCMfjKoGYXbqib53JlCSQQxosI96J/rV2aFVtCAzQP7vNRFZGp+ufnwT/ete3esGBktC+VjduiUbRKbkIFLaK69oYTXGbJKoL4TiMo4h2tZZmit78asaKR6q3bWGJ+qBX0eW5O4sLAgkdxplh0HA6Y4wWh3jbYo63XHG6FoV5E62iUkpqOaVhI3VJ0yWBlpudEinrlZ4zrVT0xrqnZExTaO/JVyWpNV1TU8Y55AHSZYcyaluQpUoJWSu5FIIXdorRGjt4WgbVKilmOYb3jlUSMNh7Z/COaRzZH47c3Nxzd//A7d0DN7cP7I83TNMeYxxGy/FR6ua6aRwr5IhG2vJdWdZlJW2fTc4yMy01b/kQipoKWjuMFbSC1hptPS505oPmvkIplasXZonkDMA4BkpOom3MZau5EiXrrYt5pndY1xXrJIk250RMCWutuDzeJHCqE4KjdUUqVU4IRujSqnW0EZmeaGIbqrEN0H/969u94LrE4UKjFYns1UbDpnlU3WCUJviA1nLQM85xvVxYL2cwhhAG0nrFukBslXW9sptnEaQC1olh1FiPpGpeWJeFEldyaWgMl+uCs44QhB6sjcIoRVolj66VDBisnbDWorXdbDnyRFddFCdvroE36GwuiWHTcKoug1mlu2SeDQN+CIz7O+wwMY4DrYMfZ3oVCnKJq9SdrVK07PwlKEKwWOdwbiKnVbqaXeCptXdqg9ql/a29ww4DYTpw++4zHj77LncPH7h//wXDPHO4faBrQYNr60B1zi8nUGdpCvVG6Z1aGrmsvJ5OXM8vrMuF16ePqC6sUOsszgaUFS3mOE5Y54nrSl09pRQahjEEdvOErpGoRXLnneJw3NGRB0daFkoF782n8U8tkZwk7GVdrxh9lAXfG60rWhNEugzwFWGc0MZjUkFpw1AbIQTyckZphXWG63WVbnBSv6kS7lu+4FCUnHHW4EMgBC+FcYpyhGmiCOitkdZIRzDW+k3upTXDMEIH50dRYtSMsXIMMeZNICvtcK0N7jDw8viIs0kkPV0RUyJbS1kN4zSLzUVB2ZI+sQZTFLWBVUb+nAbrZ4yBVqN84LVitKa3Aq3gjOSHW9uxruNyQ5uKapUWX+nxhOkF04W7SBULTVeSe6BaQW9NCqWl2vUanNY4rbGbhO2TbEkpGmqL7ZWHh3EBGwbCOLPb33Bz+47b7R8/DvjBE3OT+rcCvaH0FbSSercUUJ0SI9fLmdePP+F6PbGsC5fTC5rCy/PXWLsdJ5VjPhy5f/eBMO5Fhgdczi+bkqYR1zO1rKA61huM9eyPB0oteJ9YdBf/YrBSt3fFMHpaL+gswYrGKsjbw7rLTFJMKl12xrJK0GWt1Cb9gN4KpRaCDZukTUoDYw2l/pYyvv8mL7lRpF1bamXwFqU60g0XuU6vdbPNyIJpJUNLeKdJObNeT1JMx8LpdSHFhNWzcOv7Jo7G0JoGDLU0xt0N437ADwdaU+i2ooy0tF+eXjBWCyxU7/BWmhGtW1revjcqwWv8cKRXRUkGdMArw+7hO9hxj3KOXDOlVpxydCy5gN/kU+iAthNuOJJTwWstw/UKJWXoiRojrURaulKKDLJvbw/0OuKMZphmlJnZHY+0j19zuazConQTzgwYN7J/+Iz93QPH+w/cPrzneHvH4XDDOIwY6yWvu42ADPdrySLiNp1YmuSWh0CvV3rRFP0NTWnOpxPr5cJyeeZyemKcZnKudD2QcuNyvuL8AHTmeY+1julwx36/Yz7cU7LkyvXW8MEzH99xf5YQzdenJ9ZVoMDny4VeK2NONG3BOK7LBeMN5VoAiRTW1pLWCKhPRt3Si5xmilibtPcodozjIDO6RbrXvSuu1+U3ck9/qxccICGGqgvuoIg+kt5kmKqkgym7nBEVwmaF771TctpkSyLnmeeJVqp0/0qm5ELdyFzeS67cFAKXb77Gu0ink1ORYrs1lIab+wepJTf4rA0BVMPowOm0YFWTtvc04d2EsweZ71GIUZJ30npCqSK7mgelM101wqBQJNFItgtWXRlcYZxHKJleEzW90HMmp4W6LOh6pV1faRWmw56HecIPEvuUc6S0SlOKri1+ngkV3h2OKBdwwx43H/DzHj/tsWEWB4O1aNWQXO6EVrKDlpyAyDQHcFakb1tXtPRCLws1nmjpTCsLrUn2QE4LWnWW60I3gcYBZY+oJnHBMUdenr/h8fmRwY/MhwPWBzAWP3qGMIAZcONMrZ1x3nE5X8T3psQVbuw2PKfRNlXRMHjohpgiZXO+a2OJ65Xnp4+U0rhchD/Ze8M6T0Mx7WbCELhVsrNZY3h5efmN3M/f6gUn7f+2aQIVMSY5ypVKax3rxCuH1pTNRq+3vDhxAuvNsiG6u5Il6CIEv7nB4XBzg6oFRdlmZZ5hnOg0hnES/DiKuXdugyYtr5uiIdO7Yy2bc8Efubl9IAwTSlu80+Qo0qaaE101sfAoaEjkU8sRWtlkY4X1csHazpISuUFVjqxE7mWmmZ4Wuj/QWMlNUcKePhT6emWQlcvLODBoQ1Id7zWtQUyZ2gzL2qhdcT4vhMnivMLZwDwdQHuG3R3T8R3j4QY3HmS+5w+s5Qo0MfPWIrPJlNHqCsajaJRyEoSFH0jR4QdB0ik6x7t3OOcIU0bZkTCNjNOMMbLgrPPsDgeUcpJx3prMxmqh50RZLpxPZ0HWWy/lQysb08bRtcwX3TjRMZLt4ANumChFamjMCkow9i4M7I43xFRp2pNLpaxXeZhrzeX8Ssme03mRGa+ziKz817++1QtOKY2yRtrHIRDGkbiuoI1w47fdqra6JVlWeozU3jezo3Tu/GbN76rj/YR1olKTmm/P9eUFWicMgzRRSnkbHUEXoWxvhZIy87yZLSk0At5AbYVK5+Xjj8WxYAO7/R7nJtjMr3qTFzljREKUVnq8olvGmz3GWlqoWF1IpbCUgq8VlzP19QnlvfBP0oIqkdAyuhX5OxiDRYNq+F7RJYrCXYN6cyuniO0FusJrz+gN+3nk5rDn9uaGd/d33B4O3B2OHA9Hjvs9uWRUL1ikTuutUUskGKGQae22GqzRjWHVCqsVwQfGeYffEBa1FqyztN4pG/6hsWEsgoSTlJzINWOaJgwDSotzwVmHM5ow7wivJ5TxXC+XTX5X8eNIqxLyglYslwvDPHE87OkorpcrOa84qyCIbE/1SMtnWsqUeIUudLVaG9p6hvGA947SBLux280SSfYbuL7VC64DGI82ChtGYu6suZFTQtmAdu4TeRkgTDsRV1lPLFC6wSnHZckyBzKau92O1grGG4zRvP/iC64vPybHhrOSC+b9zPUaub0/crpcaaVTa6bnyro+4YqWGZb3PJ0Wcs6E8cA4zaBWpJHaKX0hJlH5v7WatfXY3SQZBi3Jw8GKxUZpUT9c1wu5WZoeWHOmm0E4KDmyJhmJoBTdz2h/xBnD8bjjfLoQ84XcG3XJuCSoiLRc8GGgYnHjSOqK43TD4eY9dw9f8P6z32e3v0EbeY+vqdNP120U8kqpEb11fH1QzGH6JC6obUCpmbJ8SQiOm3fvWZaZwxZFbIyWsMO04H3g9fQiISpqM5Eaz263p7XK41dfcT6deTmdyOtVBAm1UFLk9emFy/kszJEuCpSODNFB44aB4+GW4AK9a4KTiOqWqwifw8jgHDllbm7uubm5I8bMOB9pDc6vr+QYCePEbhwxzpKzmGd3uwO3tzf8z7+Be/pbveBE6SHiYIXejNJbR9EILqG/uby3gbhWSm4GpTcjZhPBbm8M4c1RIHM4cWQjM6RS5ImrlRwDy0qK1y0JtFJLomXJCnfeQRPDq/d9M7qK5lEZLwJaY7EuyOB+W3C9d+r1hd4MWg/UyzN9eYXdLdZ5BiMTg7234BRGN3beM/kgUNResb2gWgbVyXEVrWQvXNMjOSaMkTmS7R1Lo9UVqwreyK4/zQO7/cDD3Q13tzfcHHbc7mfm/Z6b/Z67454QPOM4SMNCWa7Xqwx+85VWX+nM0BqaIDVxzZT1a8oq45ReCk1ts0g6l+uFWhIlZy6XM10rrJcgj2GaMWEgnl9oGvzgGXcjtANKCX4irwvTNAsizw/kJELy1kS8rtAY7yg1UqvB+ZH9NFFbQamKtp0UV3QXgtduNzNOgVozMSW0toQguHrrA8M8SkdcG4zV7A8zw/Q7EOYhSpO+2VoKurHZczzjvENvT0lrHWldSTHhveP0/MQwTuxu7gjDSK2VMIxM88R6vQgLI0W0daQUNxmSSKleXp83uhfEFIUD0iqqK6bxwLpcKFsyJq1sdUHFKoUJG3bAjzTjKHTMVpMo1em1sqaFrmeCdSzrwul8Qo3PhGGQwWzLNF3wu5GcBobjDWaYKC1RUOS8Uup2w9VK3Z72NgwoD8NuL7u5MpQqZlSPOOettxSjyFoRe2WlYQ571Lxj//Ce8fYdbnfDNN8RguV6OWPDTNAXlBVcXMuZ0/lMqx2tnqj1ia7E7XCNicsS6dpQayedJegxrouAjLToEzsX3PCGLKw8Pz5zvb5ScmWed0zTJA8xN2CUPACtG5hjEnF5SrQin3vrVaxAJbOen9BO4YPl9rhDq8boNcf9xOX8Ss1Ccru7u+PzLz6nNsX5spBz5XK5Mk17/Djx/sMHbm6PnM4L0BmHgZ/VGL/e9a1fcMtyxgcP4q7HGAfKiGpeKUwDHwRTbsOAs5ZbZbBeuCDee15enpmmga8/foVWQsvqSjFMM9O8l5vdQa97np6eGXeTKPOHQWZrCNaht0pX0GqiNenatSLm18FVctuYKO0JWuVwvEHbQKswjANhGLGTo2go9ZW0erRJQKHkBa0ahk6piRgX3JbcWuPCsBvRRkhTfRHVpT3sGJrl4bPvME4y/G9ATlG4im3TafbK5fQCU+CyvHK+WOzgeffhM8b9xP/T3rvGypam912/572steq2L+fW3TO245kwARsLgRnhWEKAIrAdE8l8iISDFEzIFxIjghAQW0HBhIQoCBFAgJJINkkQihMCCAuBLCuXb4kTJzjGwRo8DrEyM91zus9l711V6/JeHj48b+1zZpjunnG3u0/PnFcqVdWqVavWqvVensv/+f/XF+fcf+0B55eX9Kt7rM8uERI+V8b9Y6t6VxMD8d6CPiqOuQoSVoRhjeZHHJeF4zQ2yJlVXi3LQq2VvCSqa5QWkzItiX61RnxEJbDanjHt9/SrDf16bfWPzlNRht0Fd+OK43Fi/+QhOEvsiwparPB0s31ADJF5bxqAnYf907d4640v8ObD1wkOKJmqyuW2o3PKsN2x2Z5RqvD4yVO22y1nF3f51G/6FCF6Hj58AiJsN6uWhHzv7YUecKCM44G0jGitjbS0EPveuEYaNjItM947QgxorQyD0a8djwfSMhk7cxo5Hq9ZrbaG8i/F0Ps1M08HvFhEzTnjOLQoaKCkBGIA5fm4N8c/GVmsYmX6riq9d8zTjXGFNDPWhWBFjKL4BhAuxwPpcEVerxEJLOO18TUq9F00RrKSzCTte/ouNgoExftAWmZDPWglhkDXrVmveysDco55WZiPE9N4wLgfA9EbbjF20QiV+gsu732Me69+C7uzO2y3F2w2W+ODkQbKThN5aQj7uhgGtRWodjGiOHRRCL7VjT+yCcMZrlQFhqG3qPJcCK5DNUOISAhMy4yUhVhNQJIojGnBTSNxNaDBag2DD/SrNf0a+o3pfJecCT4wHw+MN09w4lhvz9jv92gusCRqNXmx6XjD4fopMXqkVkopPH74On0QxEeWovi44upm5Ga7peKY5hGfDREUgmMYIrV8A4CXRRwx9FidqmHmaLVgWiu+M3H4lCxP1PeGtxtWK4sKipCWiZwyV9OB8Tiy3ZwZR6GhgJtpWum6AMmz2e7oO/NbuuA4HCfjLGzoEMMoRkoqBFeZRuMYWW/PoSxoUcQ7nPTosmdOBVVvpEQxkcY9dbxmeupwvkPKbPV1RdGsQEdNE7VIowFwhH5LtxmoaaQWJSUBqagMrNZ3UQlW0Fkrx3FmmoXxmC0pXgqlGCnt5nzH7nJLXF9wefGAu3deYxM3nA0b0jjT9wZ3WxYDhsfQkZ1nWSq5JKPT00rfmUXheqtwqHkiT3ukZrrgmYuhg4ZhYL3ekpaZZZ4Qp4zLkbhaE45HxDvWuw0VR+x7jocbjuMe5VT54YlOeFKt3nCalluWsWFYMU+jmfzi8cOKfnuGiidURcrC5vwO3eNHxPWa4MQgcPNMFmVKM+P1FVMq+Lji+nrPozeF/eFISQdwlZv9RD8MvPLgPpeXl+9Ln36hB5wC6+0FyzLjfM+8jAZUTclyaSEi4gkuUFqBI+IRCez3R6p6qlbmORusKg6E0DEv0y2d3vbsjK436nJNwtoPeFeBxDA41otQsuLEMfgtFQiizEvBlRsOh4n99RV5esyq7whlZvCK1IX5+iHHFHC+p8x78njF8eoNYoiMOMLmAWkxDGFwEXGBqj3iB2LwkCFpIG7vsD3fcLy5YsqFTDY6PtdR3IoiHetVx/E4kiRCHCAMFAo3+5H99RNeefU1FMfZbod0HWfbHavBInfbLlp5tVrV+VwU7yKuj4S8JpdrQAkxoqUQYyTpQu8D8zwxzwd0OeIFVpsdEo1rsh9WbHcXiDj2N0/Z7TY8vXnE+uycaVkQJ+wu7qGniGU1KyLPM2UeqQXGZeH6yWMOV1ccDge6riPGnvV6g/jI5Z1LxAVunj5inkaWZWa1PiO4gct7r7C/uaLUREkLDjNx773yMR68cp/D4ciUClUdRR1pnEnTgbfe+BzihcdP95aiqJnLy/P3pU+/0ANOgL6PDZg6W2VzCMzjhOsjTqDWhDPOHqRmKJn1emWlGcvMcTZJ2mWZGKeZabNiOuzphp40HmEeLZFaCjUVYj+AJrzvUCyxPk2JWmA+LDjvKV5QArHfMmwuuX7yhNhtcFIIzptoY3B0/cBcEpBaYn0E5wirNceidLlydZhZ1cg6rpiLEvyOfrOm5BsLf/cX9GevEAdPnDPezYjLRvstCnkhzXuejImrp1ccD1f2z2nGx479vmcbLlid77i4e8n5/QcMZx/ntU/+w9z75k9y92PfwvbOfeM66QOQmMeESKHvV2h1lGTV9SRD+ISdUNSxVCG7SvaFxQ3UqGT1ZFWurvZsK+SkTbuhsnSV66dHSgOEi4N5KcTVDhFHv7qg6zfGHJ0Wpv0N882VUQqqMgxrIw5KFvGUXHj6+BEivmEiIS0JkT2bVU9eZvqupx/WhM0Z0upudpf36dfnLNmRdGbo13T9hpKMEqLvAksxM3+aF25uDtxc79+xr3617b1Qnf9p4J8FTpiXf01Vf76Rvv6XwPcDx7b9b7dj/RDwH7T9/7Cq/pl3+u1aK8fDDY/ffNN0llcdfdex3WwtQJBTo19L7LZnjMc9OSW++Pm/Tz+sjPMkJ+7eu8uTJ46Lyzt03YqSZjargZoTj974Vd564/UmqDGx2W6oLV1wc/XYBut4ZQFE7XF0ZPV03pNK4e79j3Hn/gM2Z1sCK5BA6O+zO79LqQ53uELVks+aE/nqITeHNf3lJ6lL5ckbX2T34BGrVzb06w0pBS52A7uzc/aP3yBNF9x99eMcH3/O5LTSgS4Uer8wTgdwBzQfeHK153p/jesitQqxC2w3Z1xeronDwKsfe40Hr7zKJ77lN3Lvm76NT3zrb2Jzdg+qsOwPdNszaskGjq6JECvLcc/m7A5OzvBilRS17sl5AgpeF/J0xfT4i4SidGLpE08Fp8zHpyzVyIFCiJR5xTwf8EukkvAu4rvAzc1Tnjx600iBYmC32RDXA7sYOT874/D0MVJbBXg3MB1uuLm6Rkvi6aOnCMKjL/4DHj96i5QKd+894O7FHY7HA2U6sBt6Hj95QtXAsFrz+V/9+zx+w/HWG1/grUdv0vcrg7QNF8RhYHd+ztnFjgf37qICZ7utsbm9D+29UJ0D/Huq+he/bP/fijFyfQr4LoyN+btE5A7wHwKfxqzFvyUiP6WqT97uhw3iowyrjZXdV4j9iqdPHnHv/gNL5vrIerNhOhwoKsRhy+WdO1xf3+C95/zccdzv6buenDOH+SlpnthrJnYDinEartYDmqyW6q2Hr4MqLt4lRtMZds406PrVDnHGEjUdrrm5fsI4jpyHHV13QYiRlBcev/k6znuWxSSIQ+xI08IUO84efAuTRMJ6RXd5Ru6U4/wWc/Yol2x2l7z5xEzQ2ndsX/sEF/fv8fjh6ywxcnP1BD9E4nhNWq6Zyp6kCxKPEGC92XH+6jlxeIW0P1KjR3YbytqT18LjdOBu3jOslP7+GWGzxYeesN6yeOFQK/U4s1ptGJfMcZ4aj4tCiAYSDj2LCNJ7nHtC2d8wXl0xuUTWzM2ThxYZVGG7tckn5cgyAnKgG9asNmf44jjfXLLqtkbzMHSsVysclfHqMdP1NZv1OelioQJ5GklgpLnBKNSdGG3hnTuvolXxUXhw/z4P33yTi8s7HI433H/tN1AVtueXnJ1Zrd88TozTSL/e0veB7XrD8foJNU3NUbyWAAAgAElEQVSkmvnC62+y3x9wvmO1vviqBtS7tfdCdf527QeAP9u+99dF5EJEXgP+OeBnVPUxgIj8DPB9wJ97h19nmo6M46GRiArLdDSoFtoKSeGwv6GLVjavqixpxnthGvetkqBjmmeKFlabHbHrGHqjUhhDYB6PoJnOwbRMppSpK0K8JPae2Mh8lqWhXASCQF4K637FkBYGKjUfWIqxesXG6CVVEbXq5H49GGj6+glx7fDzE+T4JuwfoU7YXN4hFY+rhc3uDNY9QyfIfJ9l77m4ByUdWQ0DQ4BlGghyyTSd8eYXXuXibE8NMyyZ6eljZJPpihJ8x8477m/PuLvdsj6/5O5mx4Ozc4ZaGWql8wJpwCN0daGUiTpFZLWmC0aQlHMFV+jXPS72DAq1VNRlCEruKqFmZplw244uWiVF1xkWNgRld7EibFYULagvECNTPjBOI8fphpujYz28ToyRusyEvoNaCINR18tmy+b8gu3R1GUPhxtEhdVq4HBoAi4xoMWq8qfxhnS8YZoXUlaO+yve/PyvEoPj6vEj9ocbhvUOHyLDemdClpt1ExKB4JWhA+/y23fTr6H9mqjOVfVnReT3AH9ERP4g8JeAH2m6AbdU562dKM3fbvuX/9Yt1Xm/3jGsBnzwTNNklcZaSeNiBZklU9XKbGqOzPMISPO7jBTWN84LEdeoux2axaSdUsL7iBKZp4IEaZJUQlEljAvOb1HtrGizKM5ZGUwMEOJA1w2UPuOpOIw2XdW4Q0oppHkGHKVU4xDxkdBvqOJxqtQ0kqdrlm4gzWvwG+OurA7nVsTNA84eKMvuinh+wK0uKWkkOGU+XlOmp3SHL3Jz46g8ZEyhYQMrPZ4QAyEENrtztud3GNY7VpsB74U+OmKQpv5TqRopGVJO1LIQo6foQMFTVMmYkEl0sXHNNDp3Z3xl0q5bSzVmLWewu5PIiohJm2gpJsCCzdxOnNXzOddQQScFncXA6Y3s1tI2QhcDsh6Q9cB6s0HEuDbP71jlQPCOLgaGzYp5PDJPR46HI9OcCE0/QatVkay2W7phBeIaWW0hRn+bUI8ijRj3A0SafDnVuYh8B/CjwBtAh1GT/37gDwFfKWHxa6I63919VV2AoeupWkhzJSUj8+yGFbUk4zvJGdVwy2ESh4GUFtJcCX2HeE/nhHnKjVvDbmxOC6v1jmG1ZTxe4+PA/ubGKNacJ6VCr87MoZQ5HiZ2l2vSPNP5HtdtGXbn+G5HzSPp5k1SmimagUAcOnwNtxAyJ0K32hDXZyzVkfLM9ZOHxLOHlCqmVNP37PcO13XmhwZl2N6jEtgMd8wf8hC9Q8vM8ekXcfk+8zzw9GFPzkvzZRd2q3ucXezo+kC/2XHxyscYzu/S7e4QNudsLu9wttvRiWO32fHoUeJ6f82Sb1iWiW65BnH0w8bo4moxIcqwMy0FVbSCHzZ06YYQDsbJ0tI5m+2OnIqV8DhPCI4pT1TFVE5LZTmM5FIYx4Mhcpyj7wai90guyLCi4BHf4buBOh+IsSOKI3iP9MYavdtsrGq/lFvthE4qaYhMx8iyXjPOmRA7lmVmPNzQXVygFxcM6w3FGQ1+FyL37t8nl8ywWuOcUS/euXv3qxkq79p+rVTn36eq/1nbPIvIfwf8u+3921Gafw4zK5/f/lff6fekUXY7J8TY5HtTIq5WrcbNWAPTMtmff0KiF4NcOQc+BHwXSSdhx64jzbNVbQNdNxBj5FBMnqiWzGo3oM4TQmd+ngRwC2FcqHkmLRPJK+oDaGOQapptmhQfTL1HnAcXEOxcXQhIreTpADjUqVECPHkd1JPPzvCy5VAq2/Mzo8GTSOjX1ONkfPn9GcOqw4vgXLEiVRm5O/YggSllvL7JrFuKntN1O0JwrNd32J29ympzn+3uAcNwyWq4JPgezwrnOkpWStIWne0Aq8qoKhQaIr9CUsFnE34s85E6H8nHp5TjFflwbRC7foNHUaeozmhxqPOg5gYseaGo0ZsfxwPH497KfhrHZvSe3g/U8wvS8cjx6qkJcdYF31ZtHxxDNK33zXaDiZJYxfbxsDconyacdqQ0IVrIy8h0uGJ//bgxvgnTseOYFPGR3dkF/XogBM9Zd96UhAK7s83XMlTetv2aqc5F5DVVfb1FJf8l4BfbV34K+DdF5CexoMlV2++ngf9ERE4ZxO/BVsl3+m1qSTgxYKkUz5RmVsNglAFamwhhRRo6XRr7kndCTjO5lYXMy2z+3TyRczIdgCZSaPoDgX4YqMC9YcBHE6j3MdCJUJoSqjijF0/JtAS6o1Ucl2UkTUcOhwNxiOA80XdIGBCJEDDF1enAMu/phw5KxbtCmR4zH1dQX0PrnimNpHKHtVvjpJKnhVStcyAFxGjhfPCstmcM4YyLB8rQGaNwt/kcF48/T4/Sr87wTglxTT+cI26FuIFSHFUj06KNGNeTslJKE/joBsQ7SprA0UQ+jDslN1EN1/gfxXlqmknHa+brNxnHCd1dMPpCqUrRTM6V2AWmNFK7NdfHa9R5fLfm6ZO3GKc9148fsaRE9B1917Pd3kG0kseRdDxSSsWT2Whl6Du886zWVlK1u7ggTSM1N38zLZQ0Mx2vmY9Hrh+9xf5olR2H/WMON0/M/xSjU3zrZkRCz71XPs767Iz1auDi4tK4L4PjmVDUe2vvher8L7fBKMDPA/9G2/9/x1ICn8XSAr8LQFUfi8h/DPzNtt8fOgVQ3q6JCH0/NBHDindCzVaEWnNqsCvIy0xpFc4uBJZkVOV5mZkFi3KOE5d3LkhpYZlGJpRpPBKCBxdvVyMkMJ8l1sGRlgzFOByplWG9oV9tcK7DA3WebRnNC7UYec08Hzm7DMTVDm61wq0OK5fKOI7M45Fh6E1eKR053rxJcD3zeEVSTyFSypF5uaHrBqTvyDQBQdehvqekGZ0r0SuHQ7FEfOw5v/dxJPRsd1vG4xXrizt4gfP7H2d7+Sq7s0su771iFoMEjgcr54ENx+NoxEItaFOBYesJ/SVzOadOExp6cgVqJbbcpy57nFai80bP58AD4+EGcY5pNgqIEAPVVWMMq6YeG2JlPFzz+K3XuXn6uBWV9pxtdgxxgJpZjjdM+xtIE5vNGifgvfHXXNy714ibHOlomt4+BLr1lt3lOdvd1jCw4bPw+CnLMjGnA24KFDV9ifFw5Orpnuoic6qEYcXdO3cNRE0lxsC8TF/lkHrn9l6ozn/L2+yvwA+/zWc/AfzE13KCXTzJBxeqCl2/MgT6YuqltZGO4qwEppaCFkt0A0zTiHOe/c0NMRovfW2EoNrUQUPsGsXaaGRF2pvkrw+Is9UVCbiV0Tj4s7XxMZaZshzJ4zXp+JQoyhAj5/fWrPoV4/HIshxxLhp2s5pssRdHmjJ0HVqFkgqMI1dvvYlfQejXHJ48Jk2Z0K/pN1tUHSUDbkfRSEZMnCIq+6sDT6+O5HFv6jVxw+7yY2zP7rDdbhFRHnzsN9INl5yfv8LF+R1QYT3sOByOeIUnT64oeiB2kaXkhiWNrFdbqysEet80t4tpwqFYtXxZCH3Pxf2P0a3POByPhG7VxOw7ipo4Ytf3FKmE9c5q/kohdD279Yon9+4zj0eWeWGZF9Zdb3QLsWNRxZcCy0R3ccc0/9RhWnkdWR3HcWKpofWFDgZHt9vghpHgHXcWB5vHLMuE25yzun7C9dMnjOOE9AfuDiOHcaFW5R/86q/y5K1HHPc3bHZb+n7g/iuvfi3d9m3bC4000Qq1BkR6Qgxkv3C+u+DqyZssObWIltKtNuRqOmwm5tBznBMxdnRSmeZMVc84Fc7PBvseEPoBR1OAiYE0Hzk/P2c6Hri5OrA9vzAVlvUWnDF0TccDq/WGPO0Zbx4yXl2RD1fU5cj9V85RAt3mkqBwdX3NYV5woVE/1AJ5pu8C0801F699M+vtBSWsEV/I+0eggd5Vnnz+V+iGHXF7l4tXXuNse8Y4JbrLB2heWiAHfFWuDzPH48i8P1Dzgfv377Dqzxiica8sy8jZ9pw8zfiSSTePDPx+fIoenuKHmZubPeeXZ+zOz7m+ORL7NefnZ8TgePT4CXke8SJoTfhui6+Fzlsle1ZlSVYLuDl/QOEpoYtUHOcXl/hopKw+dqQy02/WhM6qxfvNGlCO08S4v+Zwc8PDL3zeJrRxpPOBuQu4VU+eJ4ITXK1QC8u8MC+ZWmdSXghxZ5p4zlNCZqyOrJGggqx3rPHEtLC5+zFqLbz5xTeYp4l5mliOB5689ZCnjx7yxhtf4OrRWzx843PErmdYr/m2b/+O96VPv9gDTivLeDQW3CaU7t2KNI2mGeeNeq3rO9I84b2lBIZhxc31jQnbOzWERKmM+xtCqwoouRWE1kToV4Q4GJxHHIf9nv3+hu35NdubPd5FJKjxKjqrAhBv+nDjNEIpSPEU7fCxp1ZhTsutJjc06u2iuM0Fcbtmub6idj01BgsgLBPHZaJfCpVMOd4wrC9YVxjOL+mHndUCup4lJZbU/NB5Yn/9hPHwlGXc48SIT9e7c9bDgFLp8kx/dkEuMKNGTrtkjmkhWekB47KwQZlzZk4JHSc26y1aMsu8kKYFF0MjZ8qowKQeGc6QuscxtKBFgXDkeNhTVGwl3ZxZ/aDPpGLnPayPRtB6rAzrNQHP4Ac0HtgOZ5BnxilRc6ULPX7jWYLhKAVnjNJFWSb7n3MuxC7ixDGOIyKJWo900ZSDhvU5FcGXgX51jqrHdRfknA38nkau3nqDL37u75FT5vpmz3EcG5ms8tZbT9+XPv2CDzgl59mSyFLxmGhEaILvputWCCGQZmmIDusUxuZVCV13S6ddi2m4DcOKELsWPMn0qy0qHh96oymYF1J2pKXw8U/8I6RUoCYgsKSCHkc0JcbJaNhcWCGqpIt7VLXiS6ri+jV9MB0y573l784uidsdnQSKOKZ5Yk7mz+AT0q9YljUSt6ieMJgT8/GaPE1ISpR5RJcZ5gPzdI3Le0hHXDkQA0iZcBgnZhxWODfgoyDRkPw52SAa04gbIDthvV0bj+U84+oCObGMB9CEqOmPqxr4IGcHQViqWRN+d49NOFrOa3+FijBPM7kUo8rbjjYYRSzHplYQHLrIPB1YrT9r1AkIuTw1/bwi4CLOKeuzS2oprNXwnT4G44eJEVHrF0rF1WS/Mz9uQGvFR+Pw7LxjbhNgAFSE87MLUAM0a57YDANDDKxWWw6HIzeHIyUVci2cX3wIaYEPvqlFh8RbuTxqtWshErvOoEZayGluFOcFcdmqimuBRvTaD72BkfUkkO5bbV228nwXjWsxV8bjnuvDAUWMTXheOIq9X/qFfrVlSYWAx3cb1ttzQ53ME7kqNSdCMPmsuArElhyutVDV4zRRlhkvnuV45DDNqDM+E9976nwkTQeGuDZA9TKTbp5ytT+CeBKm0klJeE3M055eMiOZnCacE8b9Y2JU0IWL7i6xi+T5QL/esSwjg+soxaJ4cbWi1MLZbkts7M199Pgg5DQaqiZ2IAMq3EYkjYQpksseJNA5R6ZSktXrxX5AWjR4HPdGh6EYaWwtuBigWnnP4TiS0xWIiWOK87jo6TY7+q4zevVGO+4w5jXnPMN6TRdNdsppgjSiKFELERMO6aTa5FDUCHJF0DxRshJi36pG1FRv/QbRVzm/c9dkldsjN4XY96O92ANOaGqUJhzhMHzlSSjiJKJuMkTOxBlzajfOErNVK65FsZZlaZz2GLek0PTkLB+meSYvCWkDDhy4QMWCJflwsFKSnBmimA8yrM23UUjz0c6vFiSY/nStyQhcqXjvLKErjcB2SczHg/F7BI+4CrmSp0ztC8UX8jizdEeqzkZzXiG6HgdICDgJdCHi8eR5pi4zFMsXSs3sthskQk0zUtcWZIoRh3HpD73pZ/choDk1RIdQ5iPkRtTTmdQvAg5D6TgBp0b954LHO08MgRgfG8Py2lSE5mm81XFQxfThSr51CcQZkYvTpqjjo62a4tDGuOZOmgqqUDLdMDS0T6RxXRgqJBr/DbGzla4WtCRUxQRYmm5fSok0z2jJuHY/jG5RGn2fp+RiuhNq1BtfGbfxtbcXesAZPEhNLUYMApRLafm5TEnJcm1pwXvTSVtKJnY9XQzNhKTdNOVwmOhXd6Dl7IK3jjIMG2rW28jX5d3XMEMFPvEdn0YJlLxwuHmLm6dXVhqy7Wz1bCqcC1aBXltVcedMq60uNjNXhBB7Nmd3qRKYxxnNiXk6slpFHB2FDKWyTAtxKLgo5KRM+5GCJ4aBmm3AeARxEe9XdKtK191QsmNejo0kt7LbnhNdYNX3BvYVR85KbQGmGHrWmx1LPmPtN0wHT8rXOBdYUqI6x7JkVutEqck00nzBByi1kOqMhI6hrTguZgsuhYpziWG1ZpnnJnzSA44yjZSSuL66QlU5Hq3GrR8G+vXWahajwai0amPm6sx09IGyjPjQNRY0Sy8gQoidsaap4uRA1coym4RVzsYWcCKV0pIoLRFOCbjgjTpDK/0w0PWDRXtdsHxuNvGS96O90APOCIQsyZuWhdzYuRCxFUhMwKPWSug87iSyjuJjZ8nx22NhgvMY30ZOqUniuiZFpA1f51ltH9BXYXCOze7cVriyUMqRND+xFasWyzd5wSZApe87aimEvic2pjBjl7KUAM7bKlITdZlMxjhnU+6RgnOVmgwMrE3DruRMKRkTTjKzrZooms3OIQKdPYunKORSydkUSLWacCW12oxesSCPKkHEeCurUp3RSFSuETVRSudM0gkR00hzzgQppWnA5YTWibqcU+OA945+MG0HJ571et2wibZqOfGsloVpPrZ6s0I/DPgY2GzP6VvVAmrQrOQcMZiyK00ymlCM+9P7W1liGg/pKUrtfDTy3Qa4rrWC2Gpt/cawnaYbaLbMSXfQe1tpwWoavfPGFOe/AVi7UAMMi2t/i0LsuiaVJLe6za7JDZ/8BBHfGHl9E+sQ++OaPFLF6NJswBog1nsDGIcQuPvKmiUbq+96t0UkoprRcmS8uQI1TWuhNEIh0zpYbU3ZxvWdHW8xkYhaqt1YsZq4mhK6jHg1Z95T0LLgSkDLDHmkpiM1j5QUqdHjgknjSlPjNNYsh8QOJ5UwrImrDcqGrvcmotj1xBCbjp2zyoWq1GWxSWBZKNOEiiNbnMf+0yZsSUPt1JIRpcHUbOBqSWiaUTHzU4tRAp6UT2PXEWJkWJmQY+w6xAVCLoT5YNUCVFbrNT4Gzi7vEfsVIp55HFmWBfIN3jkbXM5Z4r+B030MlCU3GkIIrdpfq9FxpGxyWWnJTV46k1IDu4NRqbdV00dj7xbEfqsxxWmtaOsjJwr999pe7AFHq4mrpnQpGJxLRG5XP9sqt4lsWxmKzWrasNE25sxfq3p73ObFE7ue2PdGgLPYV0y40WSmpImuxxhZb3fklOh7z5itsFQw+amck2nMxUARaeKJHvHauDi8ReoA8aYfZ8KQ2U5FAzWP4DtKOlLTkeIDZQmIxMan6ahN7aWqoezFRUI3NPHEyjBENrsN67NL+s0Z3aoj9BtCt0JTaToNViG95Epu83wuSqkGIMCFW5Cxos2qMGHMUnMLZGirWSyINxFG9EtXjFvF2qYpDsa96ZpApvdNgahW47TEkeaJvCRyOjaBSfDuVNVtJrspNIuZlVob/8tg56PVfFWeySiehCC1iVKeqhycN6nn07WUxlT9TP9bnk1A70P7CAw4NXo8Z4EPaauWycdah/axB3FU1YZqtz9PwDpKraAmYXWib8u5IFS7+THSDz3aOZJTY9nyNrN51+gbxNGvVuwu7hhrlFPc4UAudhNLTSyLmZquM+RKqVjezqYE6+jVVlcLItRnfJRa8L4CE04GatlTywrNjpIDMXaUPIIESjYfFm0mo4B4YXN2Rt/v2GxW7M52nO02bM7vsF5H+vXOgNguGZp+nkmlIPNCcd5WuapUsUCG5ROLyRPTJrk2iZRSjLNMrERHW0Dj9Gw6540q7zTgckZcbvcPYjPdnFhpj0fIi1kLZVmeyZE5G+TBedSmqnafAXH46G6rDEopxjnatCfMhGwDrz5btcS5Rvln0WQUcrVrtAnEgkE2URi3p6mxvvf2Qg+4k7mgzV85gZMVmm9zUuJsmtrtvdZKCibWKL5x4reba+o7AMa0rC03R1M19c33OlHyOQGcrXQ+BGLfm3mhhaKwpAVqNg79auSZoRSjkVOMIVrsahTItVBUoc2uPhoBklAQydQy4hkoyw15sqqAHCyhnuYDLnSkuViEFketAh5ymghR2J2fc3FxzvnlHdaryGp3zmrd0W9MybTojJeMHlqJTC4Up4g3YUgVO29pAGURS80o9h/XVvrinGmN30oJt/uFSIvuVWrOBiw/Jf8rOF/QOiFYEMPh7P8p5mtqMbPXYaKXpwOfaunAwOolm06C4i0wUqFiE3FKs0WLFUuSNwtHmla3DbjOaAF9aIzdlRBM9/v03ZLLc6v0+9OnX+gBB61ioKoVSIrcDroQYtPF9oRgye60LKh6m8maeAelUGqhZEsDpJRvcyoCDeNYrJTHOYpAzQvexTYjJjQXo75zRiqkrqIZSslUtaR4rQkh2CDGgiV2/mayiAi5ZCtwLfnZbEsbimqlRrUWghe8By8ZR8KRkTpT5z2aPXXxTXXHrjMJjFeP8Yz4s47otvRRCE7RuqBV0LJgK7alV7zD/DFtAZVsIXepLSBChZIJoq24FuRkLpaEk9g6cpNyDqFJJAdESpMHNv27U0TdzF9vJU0ngROZAZtAaR3dtXSBfU2b/y3NJWgM0K3ItXCaZG0glzIbsBu59dlPg0ZcMRlqHC5EqyAX4590Tui6obkm9bbf5WwiHqeA23ttL/SAO/kCwDPz4jYP9ywZevqTShNBr9WkiiWYz2e+R729Aadj/v9aK5M1H9Dd/kYtZvKVUm99QKu3E0QtSikYFM21mfhUuuJFqNK+c6KiO0VZsUCFDUjacm4MVdRiwRWfbICmmeJG8y+cQ6rBs4x4NjNfP8IxsWw7yrZDlw3qOspypHZKzVbES1GQimhGa0K0aTMoOLHPtFoUU9WCU46KP60wauzQTszMpoEIfNggVVvnDpRsSWhtJprl8Ax4UErG14CrlVosUV5qtVVfnPlt4sgyW52hM50IU0lx7R5nnLhbE/DEVWp+mBWaKpjpjg04r3Ys+yn7jVMcwHvz00pblU+xg5SMvSvnbwCTEmgDSixK59ztYFuWGdqfW2t5tsJVg3q5LjblFpOMdc5R1MzPkvNtcSvYjKpqFN4xdO3zZvKIb4NCTbWmudwiVjWuFbSx8uZlRp1QUkJcxLl4G11tSQ5OhlHJGSmVkmtLzMrteeVlpiZwi1KSUHIgD4l+rTbYvMdj360KQjOjm8hkSrkd19Q7T35PLsUQFg6qWmL/pK/nnAUzrAknpjFLAJs5aCWIp9UOkGdxKdVTKELaqme5N/sfXZugAqW2SbKlPGqtTQHH/lpVvZVHPqUHnPAsctj8QYD6nIhLbflZK5htOfIWsVRVQmjyxOKaBWKD9jauJu62H50e5hM2k/gbwaRUpc0wFWF4tjo9FwEzvgxnbMrPO+40XwJtEUALo6eabmerEMz8dE4I0SHqmstgippW8mO1XU5MaL2mDKhVR+fZEu9LM2W0GOKFSlUzg523aB+iuOIbbtImiVOFugJUy4NpKeQ0oq62DuVRrNpdT/uIw0tFK7jQt1U5IQ581xsYe1iDswWtIORS28pgwZxclaxCEA8+oGKRPhGrPaRo86HtH7EVTainlbg9NRoTLKbbzEZci8Ja0MSFFkl05ldTw226RrAJ1LXBom31wakNwKpUsaij1mf38na0tyeFpuRjJqYPLVLZJKtBDFKmRgshQW47ma3EdjHiDPHjnTfLxRW8eOr7FKh8oQechfJDm6lOlDPc2vOCJWFDg/KUUqwgtEXIXLHAh+WRAj5EqwQuzznDxSJx3lnnLs08dc18hdIKPzGtgDbTlWo5IBOEzOYLteiZtNyNcIrYmf+4QOPqr5ZPU8spaT2ZNZ6MaRpU8Yi3tIFzIKK3MLGiAhRqLvhqYiI57ek7oesCw9CZ4oukW3/SqttP59Lid02z20Lktv46Uaj5dp8YA8Gbf2t2b6XmZ/fHTGgF2QCtw7YoRW7mmXqrW7RDtGBRMAtEWNpKZj6ZrYTGiq0tgHXrAjSrpFasL8jzLofB+kppfikW+PGu+etOkGpwPBUMvSI0N6G2fQ32dQrS2HGVIi15/j60F3vA0Wa71nG5ndhO+bfnWpsxnRNzoJ9f5VSNVzJ2hJhuc0NmSlZL6LYQt4hFGmtzkk3h0zpL8AZoBqNwsBWywzUEfOgDwVv9nAsW7g8+mNqM1oYVadfQnHqlGMmp2sMCE82sah04doOJhoQOqDgVRC0tYOZfbea1WsCgJPPPnB2Pehps0iYptbB+qyuTKtYJnTdcaMNM1tZhndMWlRSzAtqxTsABavudlicFoMlpmY9lpmNtyWVtUWAzJU3AJJd8CnM2S8ZMeu9Od9n8WusLbUU6SSphuNrSCmctVcFtnk0aiF3UqsEtXWPpCakFlWaqt0FmUVjD2NZ2T74xgiYiJn6IkcY430LTtbTkr7Yo2LM8UFW7GeazNAdYC7k4WJZbk9OODz5ESrFVQkvFYVQGORUqQk6V0kLiaZlvw8xOhBhXCM5MtlotHiGnztJuqAs4rVSKIS2C8fiXmqxCXUGdBQNOq1ytzQSsCr6lGaLHhd4QEs4jWkz/vHXgvAw4Flxcg+uoBIKDEFd43+FD3yBblShKLe1/KhXxiqOJWzbKOyfgjczETOWTD6c0DhRt0KqC84W8zODCLbQONaCBu0XZG9CgaEa03roH3gdcECQb1K5qi/JW15L7dk+cc+RmfQDtPOXWxRDviYjJQzdfz1ISZom4Jg5ZakFVqDW377ZjSZPSqpYmKi2SLEbjw98AAAqFSURBVNjADe8P0OSrH3CN0+TngM+r6m8TkU8APwncAf428DtVdRGRHvizwD8JPAL+ZVX9++0YPwr8bqAA/5aq/vS7/KbNUo5WEweppufQAVb60uw4/Cn/01ADabHQdGqh+Bg70mK4ilptlpWmphqChfuNXcsbkqG2xKm00L2YuijaUrDOEsEVUCfUbHmkqraSee8J3cAJs5crpKzUOpo5pZZ0h9wSwx6RQtFiNOnOErnzZOy/xAHBQNNUUB+aD+eJQ0cXYXv3m1hfvkK/uw91MpHIGFE3AELJCdFCqlDUIdXhCHjfWY7NeZxvEDKdULJFekUaxtBbJf5z/peo2nFdbAuOmcynwBIKy5Lx3lZId9ouYi5AtRU95akR/nqUpSFLFHVC5wLKAdNLNwgWtRFHVWPGzg0/aQPVBueynFwEMXoIZ6pEwT1bSVUrJeutbJgP0QZzw1HGEN+3Fe5rcQV/H/BLz73/Y8AfV9VPAU+wgUR7fqKq/xDwx9t+iMi3Az8I/KMY4/J/2wbx27bbSOKtTS0tB2cogRAiIXSE2BFCxIdIiLHBhuAEAaultJlXbmE/BgFqpqnDIpnBtwS7azVtzip0vMG7fPCAlQuVmik5kfJCLuYHGa7TNOF86AhdJPYr4rCiG9aEbgUtkOO8M2ngGG/BsoYgshQEWjCQdKJk02pL05407VnGG6bjNct4Q04jaZkBI+np+hVdv6br1waWxjWtBKGqWHJYHRV7FBUqDQGjzfN8hjhATKuLk08Kzz57Pht8ilJars3d/ve2zTWL3zUA9MnPow3acgvUTstyG5pvWb/TUSz62XKhBjL2t5HHU/kP8qX7IxahNcUrvX2otsmy2mpvvt8pCNd8zGB6ej4Yg9v70b5a5uVvAv5F4I8A/06jxvstwL/SdvkzwI9hOgI/0F4D/EXgv277/wDwk42d+f8Vkc8C/xTw1972h1u2v9Zspoe3m2RAZUsTOJTY9W2GLS13xy0yRHK6NV+6rmeZF07kQ6eb7FqgwmBf2lD+dgolL4hv/pXzZnK2AH/Os6EaykKUYiU9IuYzhICPpqBTwQJAy2TRNFUkRARTdHVlwZW5VTtUbFhYsluzlSQtCiXN5PnGBkxOCI5he07RiK6FPu4QaqP961iWlmxXT2pIDsNGYjzR6kDNNMu5WlGohFt/spYjXqrtLQ4xXgPz+8Qu6hYzecoPthRAqa1UqTa2tcotcqe6lldteYhaCnlZSPNMWgyY4IIziwWDiRliP9yavCIC5TR4LFq6pHQbpXTeCIVMOLM8my7EW6pEntW6melpfqqKp1YleE+pz46fPmBo138B/PvArr2/CzzVZ2R9z9OW31Kaq2oWkau2/8eBv/7cMd+V6nzYnNtNSxkd7F+tt+BjwznCicgmNYiO5bhMIzo2ij3rGF3f4Q5NOrjNv1WNGjsE05UTrDg1BCFXCN6h7pSvi8+qDJy3KF9JlDzjg4XHvZgZ4kLER0/ouoY4xyKSbTjdgnJDbKud1f7lmnAkqNmiq6VSNONyJo9HchdIGTQvtvCUiVQjrgY2K0xcMjpWQ09aPJlnUVMzwU9Ab7t2mwwcqgUnzjCrp9yXGmZSNdNiwlTNiBZEreOr8+B843mxaLF3Di0e5aoNLHm2KMJtHk4tk46WSk4HW9lyxmFYRwkmn2U+s2sDMTakDgippXG4dSFKtejrsLIqeiem9WBVIoLz0VIP3tBJ2hjcpH1moa2McwEoLY2iRpn4PrR3NSlF5LcBD1X1bz2/+Svsqu/y2Tt959kG1T+lqp9W1U93q3WzpVu07BRtklOnqS1Ywq2j/CwBe7J4nv3ss1q6U2XBs4qD5z8/cZCc8IK3qAR4Do3+zDRVfXbpp8QvDTFxMk2c73A+4lq00UULgISut8+bOevCMzPodPqK+YyVU/5LbwcNIugJcBwiIVrhq489LnQmKOIj+Nh4Nz1VmnIpX/b8vNlVnxuUt/9ti666VqntvVWdh/jsmm+jl7dPt+7A8/+9oYEyObXoYrGoZs7ZKhnK6f997lo5Hee0ksptf3CtVMt732zz53+T57Z9eReWZkbfZsARnq8WsO89u8fvrcm7HUhE/ijwO4EMDMAZ8L8A3wu82lax7wZ+TFW/tzEs/5iq/jURCZj+wH3gRwBU9Y+2497u9w6/fQN85j1e44vY7gFvfdgn8evQvt6v6zeo6v33dKTnoSzv9sC0Af639vp/BH6wvf4TwO9tr38Y+BPt9Q9iTM1gwZK/gwk7fgL4e4B/l9/7ua/l/D4qj5fX9dF6vJ/X9V5CL78f+EkR+cPA/wn8eNv+48B/34Iij9ugQ1X/roj8BeD/xlbLH9YTJOBle9m+Qdq7mpQfZhORn1PVT3/Y5/F+t5fX9dFq7+d1vX+1478+7U992Cfw69ReXtdHq71v1/VCr3Av28v29dZe9BXuZXvZvq7aywH3sr1sH2B7YQeciHyfiHxGRD4rIj/yYZ/PuzUR+QkReSgiv/jctjsi8jMi8svt+bJtFxH5r9q1/YKIfOdz3/mhtv8vi8gPfRjX8nwTkW8Wkb8iIr8kIn9XRH5f2/6RvTYRGUTkb4jI32nX9B+17Z8QkZ9t5/fnRaRr2/v2/rPt82997lg/2rZ/RkS+911//MPOcbxN3sMDvwJ8Euiw/N23f9jn9S7n/M8A3wn84nPb/lPgR9rrHwH+WHv9/cD/gcEdfjPws237HSw/eQe4bK8vP+Treg34zvZ6B/w/wLd/lK+tndu2vY7Az7Zz/Qt8aW7597TXv5cvzS3/+fb62/nS3PKv8G655Q+7o77NH/LdwE8/9/5HgR/9sM/rqzjvb/2yAfcZ4LXnOu5n2us/CfyOL98P+B3An3xu+5fs9yI8gP8V+Be+Xq4NWGPlZd+FoUnCl/dB4KeB726vQ9tPvrxfPr/f2z1eVJPyFgDd2lcEOn8E2iuq+jpAe37Qtr/d9b3Q191MqX8CWxE+0tcmIl5Efh54CPwMtjp9VYB84HlA/td0TS/qgPuqgM4f4faeAN4fRhORLfA/Af+2ql6/065fYdsLd22qWlT1Hwe+CSsT+7avtFt7ft+u6UUdcJ8Dvvm5998EfOFDOpf30r4oIq8BtOeHbfvbXd8Led0iErHB9j+o6v/cNn9dXJuqPgX+KubDXTTAPXzp+d2ee/v8HIMtfs3X9KIOuL8JfKpFjTrMUf2pD/mcfi3tp4BTNO6HMP/ntP1fbRG93wxcNbPsp4HvEZHLFvX7nrbtQ2utePjHgV9S1f/8uY8+stcmIvdF5KK9XgH/PMZm8FeA3952+/JrOl3rbwf+sprT9lPAD7Yo5ieATwF/4x1//MN2Wt/Bmf1+LCL2K8Af+LDP56s43z8HvA4kbOb73Zid/5eAX27Pd9q+Avw37dr+L+DTzx3nXwc+2x6/6wW4rn8aM5N+Afj59vj+j/K1Af8YBrj/BeAXgT/Ytn+yDZjPYtUwfds+tPefbZ9/8rlj/YF2rZ8Bfuu7/fZLaNfL9rJ9gO1FNSlftpft67K9HHAv28v2AbaXA+5le9k+wPZywL1sL9sH2F4OuJftZfsA28sB97K9bB9gezngXraX7QNs/x8eXNQuh+340AAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_restructed2.astype(np.uint8))\n",
    "# cv2.imshow(\"test2\",img_restructed2)\n",
    "# cv2.waitKey(0)\n",
    "# cv2.destroyAllWindows()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "img_restructed2\n",
    "\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}